AllCauseMortalityPost7_30

library(tidyverse)

## Warning: package 'ggplot2' was built under R version 4.3.3

## ── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ──
## ✔ dplyr     1.1.4     ✔ readr     2.1.4
## ✔ forcats   1.0.0     ✔ stringr   1.5.1
## ✔ ggplot2   3.5.1     ✔ tibble    3.2.1
## ✔ lubridate 1.9.3     ✔ tidyr     1.3.0
## ✔ purrr     1.0.2     
## ── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
## ✖ dplyr::filter() masks stats::filter()
## ✖ dplyr::lag()    masks stats::lag()
## ℹ Use the conflicted package (<http://conflicted.r-lib.org/>) to force all conflicts to become errors

library(knitr)
library(plotly)

## 
## Attaching package: 'plotly'
## 
## The following object is masked from 'package:ggplot2':
## 
##     last_plot
## 
## The following object is masked from 'package:stats':
## 
##     filter
## 
## The following object is masked from 'package:graphics':
## 
##     layout

library(ggeffects)
library(ggformula)

## Loading required package: scales
## 
## Attaching package: 'scales'
## 
## The following object is masked from 'package:purrr':
## 
##     discard
## 
## The following object is masked from 'package:readr':
## 
##     col_factor
## 
## Loading required package: ggridges
## 
## New to ggformula?  Try the tutorials: 
##  learnr::run_tutorial("introduction", package = "ggformula")
##  learnr::run_tutorial("refining", package = "ggformula")

library(ipumsr)

## Warning: package 'ipumsr' was built under R version 4.3.3

library(survival)
library(survminer)

## Warning: package 'survminer' was built under R version 4.3.3

## Loading required package: ggpubr

## Warning: package 'ggpubr' was built under R version 4.3.3

## 
## Attaching package: 'survminer'
## 
## The following object is masked from 'package:survival':
## 
##     myeloma

ddi <- read_ipums_ddi("C:/Users/bszet/Box/CARE Scholars 2024 - Diabetes Mortality Project/Data and Code/nhis_00029.xml")

data1 <- read_ipums_micro(ddi)

## Use of data from IPUMS NHIS is subject to conditions including that users should cite the data appropriately. Use command `ipums_conditions()` for more details.

ddi <- read_ipums_ddi("C:/Users/bszet/Box/CARE Scholars 2024 - Diabetes Mortality Project/Data and Code/nhis_00027.xml")

data2 <- read_ipums_micro(ddi)

## Use of data from IPUMS NHIS is subject to conditions including that users should cite the data appropriately. Use command `ipums_conditions()` for more details.

ddi <- read_ipums_ddi("C:/Users/bszet/Box/CARE Scholars 2024 - Diabetes Mortality Project/Data and Code/nhis_00030.xml")

data3 <- read_ipums_micro(ddi)

## Use of data from IPUMS NHIS is subject to conditions including that users should cite the data appropriately. Use command `ipums_conditions()` for more details.

# ddi <- read_ipums_ddi("/Users/benszeto/Library/CloudStorage/Box-Box/CARE Scholars 2024 - Diabetes Mortality Project/Data and Code/nhis_00029.xml")
# 
# data1 <- read_ipums_micro(ddi)
# 
# ddi <- read_ipums_ddi("/Users/benszeto/Library/CloudStorage/Box-Box/CARE Scholars 2024 - Diabetes Mortality Project/Data and Code/nhis_00027.xml")
# 
# data2 <- read_ipums_micro(ddi)
# 
# ddi <- read_ipums_ddi("/Users/benszeto/Library/CloudStorage/Box-Box/CARE Scholars 2024 - Diabetes Mortality Project/Data and Code/nhis_00030.xml")
# 
# data3 <- read_ipums_micro(ddi)

data1<-data1%>%#Selecting variables of interest from data1
  select(NHISPID, DIABETICAGE, DIAYRSAGO)

data3<-data3%>%#Selecting variables of interest from data3
  select(NHISPID, MORTDODY, MORTWT, MORTSTAT)

data<-merge(data1, data2, by="NHISPID")
data<-merge(data, data3, by="NHISPID")

data%>%
  filter(!MORTDODY==9999)%>%
  select(MORTDODY)%>%
  arrange(desc(MORTDODY))

data<-data%>%
  mutate(exposure_birth=ifelse(
    MORTSTAT==1,
    MORTDODY-YEAR+AGE,#If dead, time ends at year of death
    2019-YEAR+AGE#If alive or NIU, time ends at 2019
    ))

data<-data%>%
  mutate(exposure_diabetes=ifelse(
    !DIABETICAGE==96 & !MORTDODY==9999,
    (AGE-DIABETICAGE)+(MORTDODY-YEAR),
    NA
  ))

data<-data%>%
  mutate(racea=as_factor(RACEA))%>%
  mutate(mortstat=as_factor(MORTSTAT))%>%
  mutate(morthypr=as_factor(MORTHYPR))%>%
  mutate(sex=as_factor(SEX))%>%
  filter(racea%in%c("Chinese", "Asian Indian", "White", "Filipino"))%>% #selecting Chinese, Asian Indian, Filipino, and White
  filter(!BMI==0)%>% #filtering out extraneous BMIs
  filter(BMI<90)%>%
  filter(MORTELIG==1)%>%
  mutate(BMI_R_Cat=ifelse(racea=="White", 
                          case_when(BMI<18.5~"Underweight",#BMI thresholds for Whites
                                    BMI>=18.5 & BMI<25~"Normal Weight",
                                    BMI>=25 & BMI <30~"Overweight",
                                    BMI>=30~"Obese"),
                          case_when(BMI<18.5~"Underweight",#BMI thresholds for Asians (Considered all races not White)
                                    BMI>=18.5 & BMI<23~"Normal Weight",
                                    BMI>=23 & BMI <27.5~"Overweight",
                                    BMI>=27.5~"Obese")))#27.5 is obese for Asians
#mutate(CVD_MOR=ifelse(MORTUCODLD%in%c(1, 5), TRUE, FALSE))%>%

data%>%
  select(EDUCREC2)%>%
  mutate(Education=as_factor(EDUCREC2))%>%
  ggplot()+
  geom_bar(aes(x=Education))+
  theme(axis.text.x = element_text(angle = 90, vjust = 0.5, hjust=1))

data<-data%>%#recoding education
  filter(!EDUCREC2==0)%>%
  mutate(Education_recode=case_when(
    EDUCREC2%in%c(10,20,30,31,32,40,41)~"Did Not Complete High School",
    EDUCREC2==42~"High School Grad",
    EDUCREC2%in%c(50,51,52,53)~"Some College",
    EDUCREC2==54~"4 years college/Bachelor's degree",
    EDUCREC2==60~"Post Bachelor",
    EDUCREC2%in%c(96, 97,98,99)~"Unknown",
    TRUE~"Check Again"
  ))

data%>%
    ggplot()+
    geom_bar(aes(x=Education_recode, fill=racea), position="dodge")+
  theme(axis.text.x = element_text(angle = 90, vjust = 0.5, hjust=1))

data%>%
  ggplot()+
  geom_bar(aes(x=as_factor(SMOKESTATUS2)))+
  theme(axis.text.x = element_text(angle = 90, vjust = 0.5, hjust=1))

data<-data%>%
  mutate(Smoking_recode=case_when(
    SMOKESTATUS2%in%c(10,11,12,13)~"Current Smoker",
    SMOKESTATUS2%in%c(20,40)~"Former Smoker",
    SMOKESTATUS2%in%c(30)~"Never Smoked",
    SMOKESTATUS2==90~"Unknown",
    TRUE~"Check Code"
  ))

data%>%
  ggplot()+
  geom_bar(aes(x=Smoking_recode))

data%>%
  ggplot()+
  geom_bar(aes(x=as_factor(HINOTCOVE)))

data<-data%>%
  mutate(Insurance_recode=case_when(
    HINOTCOVE==1~"Covered",
    HINOTCOVE==2~"Uncovered",
    HINOTCOVE%in%c(7,8,9)~"Unknown",
    TRUE~"Check Code"
    
  ))

data%>%
  ggplot()+
  geom_bar(aes(x=Insurance_recode))+
  theme(axis.text.x = element_text(angle = 90, vjust = 0.5, hjust=1))

data<-data%>%
  mutate(USBorn_Recode=case_when(
         USBORN%in%c(10,11,12)~"Born Outside US",
         USBORN==20~"Born in US"))%>%
  mutate(USBorn_Recode=relevel(droplevels(as_factor(USBorn_Recode)), "Born in US"))

data%>%
  group_by(USBorn_Recode)%>%
  count()

data%>%
  select(EARNINGS)%>%
  ggplot()+
  geom_bar(aes(x=as_factor(EARNINGS)))+
  theme(axis.text.x = element_text(angle = 90, vjust = 0.5, hjust=1))

data<-data%>%
  mutate(Earnings_recode=case_when(
    EARNINGS%in%c(0,97,98,99)~"NIU/Unknown",
    EARNINGS%in%c(1,2,3,4,5)~"Cat1",
    EARNINGS%in%c(5,6,7,8)~"Cat2",
    EARNINGS%in%c(9,10,11)~"Cat3"
  ))

data%>%
  ggplot()+
  geom_bar(aes(x=Earnings_recode))

data<-data%>%
  filter(!Earnings_recode=="NIU/Unknown")#Sample size goes down significantly when needing income information

data_practice<-data%>%
  mutate(Diabetes_Lifetime=case_when(
    DIABETICEV==2|MORTDIAB==2~"Diabetic",
    DIABETICEV%in%c(0,7,8,9) & MORTDIAB==9~"Unknown/Not in Universe",
    TRUE~"Non-Diabetic"
  ))%>%
  filter(!Diabetes_Lifetime=="Unknown/Not in Universe")%>%
  mutate(Diabetes_Lifetime=as_factor(Diabetes_Lifetime))%>%
  mutate(Diabetes_Lifetime=droplevels(Diabetes_Lifetime))%>%
  mutate(Diabetes_Lifetime=relevel(Diabetes_Lifetime, "Non-Diabetic"))%>%
  mutate(Diab_ACM=case_when(
    MORTSTAT==1&Diabetes_Lifetime=="Diabetic"~"Diabetic Death",
    MORTSTAT==2~"Assumed Alive",
    TRUE~"Other Death"
  ))%>%
  #select(MORTELIG, MORTSTAT, Diabetes_Lifetime, Diab_ACM)%>%
  mutate(Diab_ACM_binary=ifelse(Diab_ACM=="Diabetic Death", TRUE, FALSE))%>%#Diabetes and dead (not necessisarily underlying cause)
  mutate(Diab_Und_ACM=ifelse(
    MORTSTAT==1 & MORTDIAB==2,
    TRUE,
    FALSE
  ))


# data_practice%>%
#   ggplot()+
#   geom_bar(aes(x=Diab_ACM_binary))

data<-data%>%
  mutate(Diab_Und_ACM=ifelse(
    MORTSTAT==1 & MORTDIAB==2,
    TRUE,
    FALSE
  ))


data_practice%>%
  select(Diab_Und_ACM, MORTSTAT, MORTDIAB)

data

data_practice%>%
  group_by(racea, Diab_ACM_binary)%>%
  summarise(
    n()
  )

## `summarise()` has grouped output by 'racea'. You can override using the
## `.groups` argument.

data_practice%>%
  group_by(racea, Diab_Und_ACM)%>%
  summarise(
    n()
    
  )

## `summarise()` has grouped output by 'racea'. You can override using the
## `.groups` argument.

cox_summary<-coxph(Surv(exposure_birth, Diab_ACM_binary) ~ racea + SEX + BMI_R_Cat:racea, data = data_practice)%>%
  summary()

## Warning in coxph.fit(X, Y, istrat, offset, init, control, weights = weights, :
## Loglik converged before variable 152,153,157 ; coefficient may be infinite.

cox_summary

## Call:
## coxph(formula = Surv(exposure_birth, Diab_ACM_binary) ~ racea + 
##     SEX + BMI_R_Cat:racea, data = data_practice)
## 
##   n= 281017, number of events= 3153 
## 
##                                                                                           coef
## raceaBlack/African-American                                                                 NA
## raceaAleut, Alaskan Native, or American Indian                                              NA
## raceaAlaskan Native or American Indian                                                      NA
## raceaAlaskan Native/Eskimo                                                                  NA
## raceaAleut                                                                                  NA
## raceaAmerican Indian                                                                        NA
## raceaAmerican Indian or Alaskan Native and any other group                                  NA
## raceaAsian or Pacific Islander                                                              NA
## raceaAsian                                                                                  NA
## raceaChinese                                                                         1.557e-01
## raceaFilipino                                                                        6.721e-02
## raceaKorean                                                                                 NA
## raceaVietnamese                                                                             NA
## raceaJapanese                                                                               NA
## raceaAsian Indian                                                                    2.524e-01
## raceaPacific Islander                                                                       NA
## raceaHawaiian                                                                               NA
## raceaSamoan                                                                                 NA
## raceaGuamanian                                                                              NA
## raceaOther Asian or Pacific Islander                                                        NA
## raceaOther Asian or Pacific Islander (1992-1995)                                            NA
## raceaOther Asian or Pacific Islander (1996)                                                 NA
## raceaOther Asian or Pacific Islander (1997-1998)                                            NA
## raceaOther Asian (1999 forward)                                                             NA
## raceaOther Race                                                                             NA
## raceaOther Race (1963-1977)                                                                 NA
## raceaOther Race (1978)                                                                      NA
## raceaOther Race (1979-1991)                                                                 NA
## raceaOther Race (1992-1995)                                                                 NA
## raceaOther Race (1996)                                                                      NA
## raceaOther Race (1997-1998)                                                                 NA
## raceaOther Race (1999-2002)                                                                 NA
## raceaPrimary Race not releasable                                                            NA
## raceaMultiple Race, No Primary Race Selected                                                NA
## raceaMultiple Race, including Asian, excluding Black and White                              NA
## raceaMultiple Race, including Asian and Black, excluding White                              NA
## raceaMultiple Race, including Asian and White, excluding Black                              NA
## raceaMultiple Race, including Black, excluding Asian and White                              NA
## raceaMultiple Race, including Black and White, excluding Asian                              NA
## raceaMultiple Race, including White, excluding Asian and Black                              NA
## raceaMultiple Race, including Asian, White, and Black                                       NA
## raceaMultiple Race, excluding Asian, White, and Black                                       NA
## raceaUnknown                                                                                NA
## raceaUnknown-refused                                                                        NA
## raceaUnknown-not ascertained                                                                NA
## raceaUnknown (1997 forward: Don't know)                                                     NA
## SEX                                                                                 -5.228e-01
## raceaWhite:BMI_R_CatObese                                                            1.519e+00
## raceaBlack/African-American:BMI_R_CatObese                                                  NA
## raceaAleut, Alaskan Native, or American Indian:BMI_R_CatObese                               NA
## raceaAlaskan Native or American Indian:BMI_R_CatObese                                       NA
## raceaAlaskan Native/Eskimo:BMI_R_CatObese                                                   NA
## raceaAleut:BMI_R_CatObese                                                                   NA
## raceaAmerican Indian:BMI_R_CatObese                                                         NA
## raceaAmerican Indian or Alaskan Native and any other group:BMI_R_CatObese                   NA
## raceaAsian or Pacific Islander:BMI_R_CatObese                                               NA
## raceaAsian:BMI_R_CatObese                                                                   NA
## raceaChinese:BMI_R_CatObese                                                          1.803e+00
## raceaFilipino:BMI_R_CatObese                                                         1.339e+00
## raceaKorean:BMI_R_CatObese                                                                  NA
## raceaVietnamese:BMI_R_CatObese                                                              NA
## raceaJapanese:BMI_R_CatObese                                                                NA
## raceaAsian Indian:BMI_R_CatObese                                                     8.385e-01
## raceaPacific Islander:BMI_R_CatObese                                                        NA
## raceaHawaiian:BMI_R_CatObese                                                                NA
## raceaSamoan:BMI_R_CatObese                                                                  NA
## raceaGuamanian:BMI_R_CatObese                                                               NA
## raceaOther Asian or Pacific Islander:BMI_R_CatObese                                         NA
## raceaOther Asian or Pacific Islander (1992-1995):BMI_R_CatObese                             NA
## raceaOther Asian or Pacific Islander (1996):BMI_R_CatObese                                  NA
## raceaOther Asian or Pacific Islander (1997-1998):BMI_R_CatObese                             NA
## raceaOther Asian (1999 forward):BMI_R_CatObese                                              NA
## raceaOther Race:BMI_R_CatObese                                                              NA
## raceaOther Race (1963-1977):BMI_R_CatObese                                                  NA
## raceaOther Race (1978):BMI_R_CatObese                                                       NA
## raceaOther Race (1979-1991):BMI_R_CatObese                                                  NA
## raceaOther Race (1992-1995):BMI_R_CatObese                                                  NA
## raceaOther Race (1996):BMI_R_CatObese                                                       NA
## raceaOther Race (1997-1998):BMI_R_CatObese                                                  NA
## raceaOther Race (1999-2002):BMI_R_CatObese                                                  NA
## raceaPrimary Race not releasable:BMI_R_CatObese                                             NA
## raceaMultiple Race, No Primary Race Selected:BMI_R_CatObese                                 NA
## raceaMultiple Race, including Asian, excluding Black and White:BMI_R_CatObese               NA
## raceaMultiple Race, including Asian and Black, excluding White:BMI_R_CatObese               NA
## raceaMultiple Race, including Asian and White, excluding Black:BMI_R_CatObese               NA
## raceaMultiple Race, including Black, excluding Asian and White:BMI_R_CatObese               NA
## raceaMultiple Race, including Black and White, excluding Asian:BMI_R_CatObese               NA
## raceaMultiple Race, including White, excluding Asian and Black:BMI_R_CatObese               NA
## raceaMultiple Race, including Asian, White, and Black:BMI_R_CatObese                        NA
## raceaMultiple Race, excluding Asian, White, and Black:BMI_R_CatObese                        NA
## raceaUnknown:BMI_R_CatObese                                                                 NA
## raceaUnknown-refused:BMI_R_CatObese                                                         NA
## raceaUnknown-not ascertained:BMI_R_CatObese                                                 NA
## raceaUnknown (1997 forward: Don't know):BMI_R_CatObese                                      NA
## raceaWhite:BMI_R_CatOverweight                                                       4.724e-01
## raceaBlack/African-American:BMI_R_CatOverweight                                             NA
## raceaAleut, Alaskan Native, or American Indian:BMI_R_CatOverweight                          NA
## raceaAlaskan Native or American Indian:BMI_R_CatOverweight                                  NA
## raceaAlaskan Native/Eskimo:BMI_R_CatOverweight                                              NA
## raceaAleut:BMI_R_CatOverweight                                                              NA
## raceaAmerican Indian:BMI_R_CatOverweight                                                    NA
## raceaAmerican Indian or Alaskan Native and any other group:BMI_R_CatOverweight              NA
## raceaAsian or Pacific Islander:BMI_R_CatOverweight                                          NA
## raceaAsian:BMI_R_CatOverweight                                                              NA
## raceaChinese:BMI_R_CatOverweight                                                     4.100e-01
## raceaFilipino:BMI_R_CatOverweight                                                    3.343e-01
## raceaKorean:BMI_R_CatOverweight                                                             NA
## raceaVietnamese:BMI_R_CatOverweight                                                         NA
## raceaJapanese:BMI_R_CatOverweight                                                           NA
## raceaAsian Indian:BMI_R_CatOverweight                                                5.815e-01
## raceaPacific Islander:BMI_R_CatOverweight                                                   NA
## raceaHawaiian:BMI_R_CatOverweight                                                           NA
## raceaSamoan:BMI_R_CatOverweight                                                             NA
## raceaGuamanian:BMI_R_CatOverweight                                                          NA
## raceaOther Asian or Pacific Islander:BMI_R_CatOverweight                                    NA
## raceaOther Asian or Pacific Islander (1992-1995):BMI_R_CatOverweight                        NA
## raceaOther Asian or Pacific Islander (1996):BMI_R_CatOverweight                             NA
## raceaOther Asian or Pacific Islander (1997-1998):BMI_R_CatOverweight                        NA
## raceaOther Asian (1999 forward):BMI_R_CatOverweight                                         NA
## raceaOther Race:BMI_R_CatOverweight                                                         NA
## raceaOther Race (1963-1977):BMI_R_CatOverweight                                             NA
## raceaOther Race (1978):BMI_R_CatOverweight                                                  NA
## raceaOther Race (1979-1991):BMI_R_CatOverweight                                             NA
## raceaOther Race (1992-1995):BMI_R_CatOverweight                                             NA
## raceaOther Race (1996):BMI_R_CatOverweight                                                  NA
## raceaOther Race (1997-1998):BMI_R_CatOverweight                                             NA
## raceaOther Race (1999-2002):BMI_R_CatOverweight                                             NA
## raceaPrimary Race not releasable:BMI_R_CatOverweight                                        NA
## raceaMultiple Race, No Primary Race Selected:BMI_R_CatOverweight                            NA
## raceaMultiple Race, including Asian, excluding Black and White:BMI_R_CatOverweight          NA
## raceaMultiple Race, including Asian and Black, excluding White:BMI_R_CatOverweight          NA
## raceaMultiple Race, including Asian and White, excluding Black:BMI_R_CatOverweight          NA
## raceaMultiple Race, including Black, excluding Asian and White:BMI_R_CatOverweight          NA
## raceaMultiple Race, including Black and White, excluding Asian:BMI_R_CatOverweight          NA
## raceaMultiple Race, including White, excluding Asian and Black:BMI_R_CatOverweight          NA
## raceaMultiple Race, including Asian, White, and Black:BMI_R_CatOverweight                   NA
## raceaMultiple Race, excluding Asian, White, and Black:BMI_R_CatOverweight                   NA
## raceaUnknown:BMI_R_CatOverweight                                                            NA
## raceaUnknown-refused:BMI_R_CatOverweight                                                    NA
## raceaUnknown-not ascertained:BMI_R_CatOverweight                                            NA
## raceaUnknown (1997 forward: Don't know):BMI_R_CatOverweight                                 NA
## raceaWhite:BMI_R_CatUnderweight                                                      5.384e-01
## raceaBlack/African-American:BMI_R_CatUnderweight                                            NA
## raceaAleut, Alaskan Native, or American Indian:BMI_R_CatUnderweight                         NA
## raceaAlaskan Native or American Indian:BMI_R_CatUnderweight                                 NA
## raceaAlaskan Native/Eskimo:BMI_R_CatUnderweight                                             NA
## raceaAleut:BMI_R_CatUnderweight                                                             NA
## raceaAmerican Indian:BMI_R_CatUnderweight                                                   NA
## raceaAmerican Indian or Alaskan Native and any other group:BMI_R_CatUnderweight             NA
## raceaAsian or Pacific Islander:BMI_R_CatUnderweight                                         NA
## raceaAsian:BMI_R_CatUnderweight                                                             NA
## raceaChinese:BMI_R_CatUnderweight                                                   -1.159e+01
## raceaFilipino:BMI_R_CatUnderweight                                                  -1.145e+01
## raceaKorean:BMI_R_CatUnderweight                                                            NA
## raceaVietnamese:BMI_R_CatUnderweight                                                        NA
## raceaJapanese:BMI_R_CatUnderweight                                                          NA
## raceaAsian Indian:BMI_R_CatUnderweight                                              -1.184e+01
## raceaPacific Islander:BMI_R_CatUnderweight                                                  NA
## raceaHawaiian:BMI_R_CatUnderweight                                                          NA
## raceaSamoan:BMI_R_CatUnderweight                                                            NA
## raceaGuamanian:BMI_R_CatUnderweight                                                         NA
## raceaOther Asian or Pacific Islander:BMI_R_CatUnderweight                                   NA
## raceaOther Asian or Pacific Islander (1992-1995):BMI_R_CatUnderweight                       NA
## raceaOther Asian or Pacific Islander (1996):BMI_R_CatUnderweight                            NA
## raceaOther Asian or Pacific Islander (1997-1998):BMI_R_CatUnderweight                       NA
## raceaOther Asian (1999 forward):BMI_R_CatUnderweight                                        NA
## raceaOther Race:BMI_R_CatUnderweight                                                        NA
## raceaOther Race (1963-1977):BMI_R_CatUnderweight                                            NA
## raceaOther Race (1978):BMI_R_CatUnderweight                                                 NA
## raceaOther Race (1979-1991):BMI_R_CatUnderweight                                            NA
## raceaOther Race (1992-1995):BMI_R_CatUnderweight                                            NA
## raceaOther Race (1996):BMI_R_CatUnderweight                                                 NA
## raceaOther Race (1997-1998):BMI_R_CatUnderweight                                            NA
## raceaOther Race (1999-2002):BMI_R_CatUnderweight                                            NA
## raceaPrimary Race not releasable:BMI_R_CatUnderweight                                       NA
## raceaMultiple Race, No Primary Race Selected:BMI_R_CatUnderweight                           NA
## raceaMultiple Race, including Asian, excluding Black and White:BMI_R_CatUnderweight         NA
## raceaMultiple Race, including Asian and Black, excluding White:BMI_R_CatUnderweight         NA
## raceaMultiple Race, including Asian and White, excluding Black:BMI_R_CatUnderweight         NA
## raceaMultiple Race, including Black, excluding Asian and White:BMI_R_CatUnderweight         NA
## raceaMultiple Race, including Black and White, excluding Asian:BMI_R_CatUnderweight         NA
## raceaMultiple Race, including White, excluding Asian and Black:BMI_R_CatUnderweight         NA
## raceaMultiple Race, including Asian, White, and Black:BMI_R_CatUnderweight                  NA
## raceaMultiple Race, excluding Asian, White, and Black:BMI_R_CatUnderweight                  NA
## raceaUnknown:BMI_R_CatUnderweight                                                           NA
## raceaUnknown-refused:BMI_R_CatUnderweight                                                   NA
## raceaUnknown-not ascertained:BMI_R_CatUnderweight                                           NA
## raceaUnknown (1997 forward: Don't know):BMI_R_CatUnderweight                                NA
##                                                                                      exp(coef)
## raceaBlack/African-American                                                                 NA
## raceaAleut, Alaskan Native, or American Indian                                              NA
## raceaAlaskan Native or American Indian                                                      NA
## raceaAlaskan Native/Eskimo                                                                  NA
## raceaAleut                                                                                  NA
## raceaAmerican Indian                                                                        NA
## raceaAmerican Indian or Alaskan Native and any other group                                  NA
## raceaAsian or Pacific Islander                                                              NA
## raceaAsian                                                                                  NA
## raceaChinese                                                                         1.168e+00
## raceaFilipino                                                                        1.070e+00
## raceaKorean                                                                                 NA
## raceaVietnamese                                                                             NA
## raceaJapanese                                                                               NA
## raceaAsian Indian                                                                    1.287e+00
## raceaPacific Islander                                                                       NA
## raceaHawaiian                                                                               NA
## raceaSamoan                                                                                 NA
## raceaGuamanian                                                                              NA
## raceaOther Asian or Pacific Islander                                                        NA
## raceaOther Asian or Pacific Islander (1992-1995)                                            NA
## raceaOther Asian or Pacific Islander (1996)                                                 NA
## raceaOther Asian or Pacific Islander (1997-1998)                                            NA
## raceaOther Asian (1999 forward)                                                             NA
## raceaOther Race                                                                             NA
## raceaOther Race (1963-1977)                                                                 NA
## raceaOther Race (1978)                                                                      NA
## raceaOther Race (1979-1991)                                                                 NA
## raceaOther Race (1992-1995)                                                                 NA
## raceaOther Race (1996)                                                                      NA
## raceaOther Race (1997-1998)                                                                 NA
## raceaOther Race (1999-2002)                                                                 NA
## raceaPrimary Race not releasable                                                            NA
## raceaMultiple Race, No Primary Race Selected                                                NA
## raceaMultiple Race, including Asian, excluding Black and White                              NA
## raceaMultiple Race, including Asian and Black, excluding White                              NA
## raceaMultiple Race, including Asian and White, excluding Black                              NA
## raceaMultiple Race, including Black, excluding Asian and White                              NA
## raceaMultiple Race, including Black and White, excluding Asian                              NA
## raceaMultiple Race, including White, excluding Asian and Black                              NA
## raceaMultiple Race, including Asian, White, and Black                                       NA
## raceaMultiple Race, excluding Asian, White, and Black                                       NA
## raceaUnknown                                                                                NA
## raceaUnknown-refused                                                                        NA
## raceaUnknown-not ascertained                                                                NA
## raceaUnknown (1997 forward: Don't know)                                                     NA
## SEX                                                                                  5.929e-01
## raceaWhite:BMI_R_CatObese                                                            4.569e+00
## raceaBlack/African-American:BMI_R_CatObese                                                  NA
## raceaAleut, Alaskan Native, or American Indian:BMI_R_CatObese                               NA
## raceaAlaskan Native or American Indian:BMI_R_CatObese                                       NA
## raceaAlaskan Native/Eskimo:BMI_R_CatObese                                                   NA
## raceaAleut:BMI_R_CatObese                                                                   NA
## raceaAmerican Indian:BMI_R_CatObese                                                         NA
## raceaAmerican Indian or Alaskan Native and any other group:BMI_R_CatObese                   NA
## raceaAsian or Pacific Islander:BMI_R_CatObese                                               NA
## raceaAsian:BMI_R_CatObese                                                                   NA
## raceaChinese:BMI_R_CatObese                                                          6.071e+00
## raceaFilipino:BMI_R_CatObese                                                         3.816e+00
## raceaKorean:BMI_R_CatObese                                                                  NA
## raceaVietnamese:BMI_R_CatObese                                                              NA
## raceaJapanese:BMI_R_CatObese                                                                NA
## raceaAsian Indian:BMI_R_CatObese                                                     2.313e+00
## raceaPacific Islander:BMI_R_CatObese                                                        NA
## raceaHawaiian:BMI_R_CatObese                                                                NA
## raceaSamoan:BMI_R_CatObese                                                                  NA
## raceaGuamanian:BMI_R_CatObese                                                               NA
## raceaOther Asian or Pacific Islander:BMI_R_CatObese                                         NA
## raceaOther Asian or Pacific Islander (1992-1995):BMI_R_CatObese                             NA
## raceaOther Asian or Pacific Islander (1996):BMI_R_CatObese                                  NA
## raceaOther Asian or Pacific Islander (1997-1998):BMI_R_CatObese                             NA
## raceaOther Asian (1999 forward):BMI_R_CatObese                                              NA
## raceaOther Race:BMI_R_CatObese                                                              NA
## raceaOther Race (1963-1977):BMI_R_CatObese                                                  NA
## raceaOther Race (1978):BMI_R_CatObese                                                       NA
## raceaOther Race (1979-1991):BMI_R_CatObese                                                  NA
## raceaOther Race (1992-1995):BMI_R_CatObese                                                  NA
## raceaOther Race (1996):BMI_R_CatObese                                                       NA
## raceaOther Race (1997-1998):BMI_R_CatObese                                                  NA
## raceaOther Race (1999-2002):BMI_R_CatObese                                                  NA
## raceaPrimary Race not releasable:BMI_R_CatObese                                             NA
## raceaMultiple Race, No Primary Race Selected:BMI_R_CatObese                                 NA
## raceaMultiple Race, including Asian, excluding Black and White:BMI_R_CatObese               NA
## raceaMultiple Race, including Asian and Black, excluding White:BMI_R_CatObese               NA
## raceaMultiple Race, including Asian and White, excluding Black:BMI_R_CatObese               NA
## raceaMultiple Race, including Black, excluding Asian and White:BMI_R_CatObese               NA
## raceaMultiple Race, including Black and White, excluding Asian:BMI_R_CatObese               NA
## raceaMultiple Race, including White, excluding Asian and Black:BMI_R_CatObese               NA
## raceaMultiple Race, including Asian, White, and Black:BMI_R_CatObese                        NA
## raceaMultiple Race, excluding Asian, White, and Black:BMI_R_CatObese                        NA
## raceaUnknown:BMI_R_CatObese                                                                 NA
## raceaUnknown-refused:BMI_R_CatObese                                                         NA
## raceaUnknown-not ascertained:BMI_R_CatObese                                                 NA
## raceaUnknown (1997 forward: Don't know):BMI_R_CatObese                                      NA
## raceaWhite:BMI_R_CatOverweight                                                       1.604e+00
## raceaBlack/African-American:BMI_R_CatOverweight                                             NA
## raceaAleut, Alaskan Native, or American Indian:BMI_R_CatOverweight                          NA
## raceaAlaskan Native or American Indian:BMI_R_CatOverweight                                  NA
## raceaAlaskan Native/Eskimo:BMI_R_CatOverweight                                              NA
## raceaAleut:BMI_R_CatOverweight                                                              NA
## raceaAmerican Indian:BMI_R_CatOverweight                                                    NA
## raceaAmerican Indian or Alaskan Native and any other group:BMI_R_CatOverweight              NA
## raceaAsian or Pacific Islander:BMI_R_CatOverweight                                          NA
## raceaAsian:BMI_R_CatOverweight                                                              NA
## raceaChinese:BMI_R_CatOverweight                                                     1.507e+00
## raceaFilipino:BMI_R_CatOverweight                                                    1.397e+00
## raceaKorean:BMI_R_CatOverweight                                                             NA
## raceaVietnamese:BMI_R_CatOverweight                                                         NA
## raceaJapanese:BMI_R_CatOverweight                                                           NA
## raceaAsian Indian:BMI_R_CatOverweight                                                1.789e+00
## raceaPacific Islander:BMI_R_CatOverweight                                                   NA
## raceaHawaiian:BMI_R_CatOverweight                                                           NA
## raceaSamoan:BMI_R_CatOverweight                                                             NA
## raceaGuamanian:BMI_R_CatOverweight                                                          NA
## raceaOther Asian or Pacific Islander:BMI_R_CatOverweight                                    NA
## raceaOther Asian or Pacific Islander (1992-1995):BMI_R_CatOverweight                        NA
## raceaOther Asian or Pacific Islander (1996):BMI_R_CatOverweight                             NA
## raceaOther Asian or Pacific Islander (1997-1998):BMI_R_CatOverweight                        NA
## raceaOther Asian (1999 forward):BMI_R_CatOverweight                                         NA
## raceaOther Race:BMI_R_CatOverweight                                                         NA
## raceaOther Race (1963-1977):BMI_R_CatOverweight                                             NA
## raceaOther Race (1978):BMI_R_CatOverweight                                                  NA
## raceaOther Race (1979-1991):BMI_R_CatOverweight                                             NA
## raceaOther Race (1992-1995):BMI_R_CatOverweight                                             NA
## raceaOther Race (1996):BMI_R_CatOverweight                                                  NA
## raceaOther Race (1997-1998):BMI_R_CatOverweight                                             NA
## raceaOther Race (1999-2002):BMI_R_CatOverweight                                             NA
## raceaPrimary Race not releasable:BMI_R_CatOverweight                                        NA
## raceaMultiple Race, No Primary Race Selected:BMI_R_CatOverweight                            NA
## raceaMultiple Race, including Asian, excluding Black and White:BMI_R_CatOverweight          NA
## raceaMultiple Race, including Asian and Black, excluding White:BMI_R_CatOverweight          NA
## raceaMultiple Race, including Asian and White, excluding Black:BMI_R_CatOverweight          NA
## raceaMultiple Race, including Black, excluding Asian and White:BMI_R_CatOverweight          NA
## raceaMultiple Race, including Black and White, excluding Asian:BMI_R_CatOverweight          NA
## raceaMultiple Race, including White, excluding Asian and Black:BMI_R_CatOverweight          NA
## raceaMultiple Race, including Asian, White, and Black:BMI_R_CatOverweight                   NA
## raceaMultiple Race, excluding Asian, White, and Black:BMI_R_CatOverweight                   NA
## raceaUnknown:BMI_R_CatOverweight                                                            NA
## raceaUnknown-refused:BMI_R_CatOverweight                                                    NA
## raceaUnknown-not ascertained:BMI_R_CatOverweight                                            NA
## raceaUnknown (1997 forward: Don't know):BMI_R_CatOverweight                                 NA
## raceaWhite:BMI_R_CatUnderweight                                                      1.713e+00
## raceaBlack/African-American:BMI_R_CatUnderweight                                            NA
## raceaAleut, Alaskan Native, or American Indian:BMI_R_CatUnderweight                         NA
## raceaAlaskan Native or American Indian:BMI_R_CatUnderweight                                 NA
## raceaAlaskan Native/Eskimo:BMI_R_CatUnderweight                                             NA
## raceaAleut:BMI_R_CatUnderweight                                                             NA
## raceaAmerican Indian:BMI_R_CatUnderweight                                                   NA
## raceaAmerican Indian or Alaskan Native and any other group:BMI_R_CatUnderweight             NA
## raceaAsian or Pacific Islander:BMI_R_CatUnderweight                                         NA
## raceaAsian:BMI_R_CatUnderweight                                                             NA
## raceaChinese:BMI_R_CatUnderweight                                                    9.273e-06
## raceaFilipino:BMI_R_CatUnderweight                                                   1.070e-05
## raceaKorean:BMI_R_CatUnderweight                                                            NA
## raceaVietnamese:BMI_R_CatUnderweight                                                        NA
## raceaJapanese:BMI_R_CatUnderweight                                                          NA
## raceaAsian Indian:BMI_R_CatUnderweight                                               7.184e-06
## raceaPacific Islander:BMI_R_CatUnderweight                                                  NA
## raceaHawaiian:BMI_R_CatUnderweight                                                          NA
## raceaSamoan:BMI_R_CatUnderweight                                                            NA
## raceaGuamanian:BMI_R_CatUnderweight                                                         NA
## raceaOther Asian or Pacific Islander:BMI_R_CatUnderweight                                   NA
## raceaOther Asian or Pacific Islander (1992-1995):BMI_R_CatUnderweight                       NA
## raceaOther Asian or Pacific Islander (1996):BMI_R_CatUnderweight                            NA
## raceaOther Asian or Pacific Islander (1997-1998):BMI_R_CatUnderweight                       NA
## raceaOther Asian (1999 forward):BMI_R_CatUnderweight                                        NA
## raceaOther Race:BMI_R_CatUnderweight                                                        NA
## raceaOther Race (1963-1977):BMI_R_CatUnderweight                                            NA
## raceaOther Race (1978):BMI_R_CatUnderweight                                                 NA
## raceaOther Race (1979-1991):BMI_R_CatUnderweight                                            NA
## raceaOther Race (1992-1995):BMI_R_CatUnderweight                                            NA
## raceaOther Race (1996):BMI_R_CatUnderweight                                                 NA
## raceaOther Race (1997-1998):BMI_R_CatUnderweight                                            NA
## raceaOther Race (1999-2002):BMI_R_CatUnderweight                                            NA
## raceaPrimary Race not releasable:BMI_R_CatUnderweight                                       NA
## raceaMultiple Race, No Primary Race Selected:BMI_R_CatUnderweight                           NA
## raceaMultiple Race, including Asian, excluding Black and White:BMI_R_CatUnderweight         NA
## raceaMultiple Race, including Asian and Black, excluding White:BMI_R_CatUnderweight         NA
## raceaMultiple Race, including Asian and White, excluding Black:BMI_R_CatUnderweight         NA
## raceaMultiple Race, including Black, excluding Asian and White:BMI_R_CatUnderweight         NA
## raceaMultiple Race, including Black and White, excluding Asian:BMI_R_CatUnderweight         NA
## raceaMultiple Race, including White, excluding Asian and Black:BMI_R_CatUnderweight         NA
## raceaMultiple Race, including Asian, White, and Black:BMI_R_CatUnderweight                  NA
## raceaMultiple Race, excluding Asian, White, and Black:BMI_R_CatUnderweight                  NA
## raceaUnknown:BMI_R_CatUnderweight                                                           NA
## raceaUnknown-refused:BMI_R_CatUnderweight                                                   NA
## raceaUnknown-not ascertained:BMI_R_CatUnderweight                                           NA
## raceaUnknown (1997 forward: Don't know):BMI_R_CatUnderweight                                NA
##                                                                                       se(coef)
## raceaBlack/African-American                                                          0.000e+00
## raceaAleut, Alaskan Native, or American Indian                                       0.000e+00
## raceaAlaskan Native or American Indian                                               0.000e+00
## raceaAlaskan Native/Eskimo                                                           0.000e+00
## raceaAleut                                                                           0.000e+00
## raceaAmerican Indian                                                                 0.000e+00
## raceaAmerican Indian or Alaskan Native and any other group                           0.000e+00
## raceaAsian or Pacific Islander                                                       0.000e+00
## raceaAsian                                                                           0.000e+00
## raceaChinese                                                                         4.497e-01
## raceaFilipino                                                                        5.022e-01
## raceaKorean                                                                          0.000e+00
## raceaVietnamese                                                                      0.000e+00
## raceaJapanese                                                                        0.000e+00
## raceaAsian Indian                                                                    5.794e-01
## raceaPacific Islander                                                                0.000e+00
## raceaHawaiian                                                                        0.000e+00
## raceaSamoan                                                                          0.000e+00
## raceaGuamanian                                                                       0.000e+00
## raceaOther Asian or Pacific Islander                                                 0.000e+00
## raceaOther Asian or Pacific Islander (1992-1995)                                     0.000e+00
## raceaOther Asian or Pacific Islander (1996)                                          0.000e+00
## raceaOther Asian or Pacific Islander (1997-1998)                                     0.000e+00
## raceaOther Asian (1999 forward)                                                      0.000e+00
## raceaOther Race                                                                      0.000e+00
## raceaOther Race (1963-1977)                                                          0.000e+00
## raceaOther Race (1978)                                                               0.000e+00
## raceaOther Race (1979-1991)                                                          0.000e+00
## raceaOther Race (1992-1995)                                                          0.000e+00
## raceaOther Race (1996)                                                               0.000e+00
## raceaOther Race (1997-1998)                                                          0.000e+00
## raceaOther Race (1999-2002)                                                          0.000e+00
## raceaPrimary Race not releasable                                                     0.000e+00
## raceaMultiple Race, No Primary Race Selected                                         0.000e+00
## raceaMultiple Race, including Asian, excluding Black and White                       0.000e+00
## raceaMultiple Race, including Asian and Black, excluding White                       0.000e+00
## raceaMultiple Race, including Asian and White, excluding Black                       0.000e+00
## raceaMultiple Race, including Black, excluding Asian and White                       0.000e+00
## raceaMultiple Race, including Black and White, excluding Asian                       0.000e+00
## raceaMultiple Race, including White, excluding Asian and Black                       0.000e+00
## raceaMultiple Race, including Asian, White, and Black                                0.000e+00
## raceaMultiple Race, excluding Asian, White, and Black                                0.000e+00
## raceaUnknown                                                                         0.000e+00
## raceaUnknown-refused                                                                 0.000e+00
## raceaUnknown-not ascertained                                                         0.000e+00
## raceaUnknown (1997 forward: Don't know)                                              0.000e+00
## SEX                                                                                  3.732e-02
## raceaWhite:BMI_R_CatObese                                                            5.336e-02
## raceaBlack/African-American:BMI_R_CatObese                                           0.000e+00
## raceaAleut, Alaskan Native, or American Indian:BMI_R_CatObese                        0.000e+00
## raceaAlaskan Native or American Indian:BMI_R_CatObese                                0.000e+00
## raceaAlaskan Native/Eskimo:BMI_R_CatObese                                            0.000e+00
## raceaAleut:BMI_R_CatObese                                                            0.000e+00
## raceaAmerican Indian:BMI_R_CatObese                                                  0.000e+00
## raceaAmerican Indian or Alaskan Native and any other group:BMI_R_CatObese            0.000e+00
## raceaAsian or Pacific Islander:BMI_R_CatObese                                        0.000e+00
## raceaAsian:BMI_R_CatObese                                                            0.000e+00
## raceaChinese:BMI_R_CatObese                                                          5.702e-01
## raceaFilipino:BMI_R_CatObese                                                         5.628e-01
## raceaKorean:BMI_R_CatObese                                                           0.000e+00
## raceaVietnamese:BMI_R_CatObese                                                       0.000e+00
## raceaJapanese:BMI_R_CatObese                                                         0.000e+00
## raceaAsian Indian:BMI_R_CatObese                                                     7.303e-01
## raceaPacific Islander:BMI_R_CatObese                                                 0.000e+00
## raceaHawaiian:BMI_R_CatObese                                                         0.000e+00
## raceaSamoan:BMI_R_CatObese                                                           0.000e+00
## raceaGuamanian:BMI_R_CatObese                                                        0.000e+00
## raceaOther Asian or Pacific Islander:BMI_R_CatObese                                  0.000e+00
## raceaOther Asian or Pacific Islander (1992-1995):BMI_R_CatObese                      0.000e+00
## raceaOther Asian or Pacific Islander (1996):BMI_R_CatObese                           0.000e+00
## raceaOther Asian or Pacific Islander (1997-1998):BMI_R_CatObese                      0.000e+00
## raceaOther Asian (1999 forward):BMI_R_CatObese                                       0.000e+00
## raceaOther Race:BMI_R_CatObese                                                       0.000e+00
## raceaOther Race (1963-1977):BMI_R_CatObese                                           0.000e+00
## raceaOther Race (1978):BMI_R_CatObese                                                0.000e+00
## raceaOther Race (1979-1991):BMI_R_CatObese                                           0.000e+00
## raceaOther Race (1992-1995):BMI_R_CatObese                                           0.000e+00
## raceaOther Race (1996):BMI_R_CatObese                                                0.000e+00
## raceaOther Race (1997-1998):BMI_R_CatObese                                           0.000e+00
## raceaOther Race (1999-2002):BMI_R_CatObese                                           0.000e+00
## raceaPrimary Race not releasable:BMI_R_CatObese                                      0.000e+00
## raceaMultiple Race, No Primary Race Selected:BMI_R_CatObese                          0.000e+00
## raceaMultiple Race, including Asian, excluding Black and White:BMI_R_CatObese        0.000e+00
## raceaMultiple Race, including Asian and Black, excluding White:BMI_R_CatObese        0.000e+00
## raceaMultiple Race, including Asian and White, excluding Black:BMI_R_CatObese        0.000e+00
## raceaMultiple Race, including Black, excluding Asian and White:BMI_R_CatObese        0.000e+00
## raceaMultiple Race, including Black and White, excluding Asian:BMI_R_CatObese        0.000e+00
## raceaMultiple Race, including White, excluding Asian and Black:BMI_R_CatObese        0.000e+00
## raceaMultiple Race, including Asian, White, and Black:BMI_R_CatObese                 0.000e+00
## raceaMultiple Race, excluding Asian, White, and Black:BMI_R_CatObese                 0.000e+00
## raceaUnknown:BMI_R_CatObese                                                          0.000e+00
## raceaUnknown-refused:BMI_R_CatObese                                                  0.000e+00
## raceaUnknown-not ascertained:BMI_R_CatObese                                          0.000e+00
## raceaUnknown (1997 forward: Don't know):BMI_R_CatObese                               0.000e+00
## raceaWhite:BMI_R_CatOverweight                                                       5.710e-02
## raceaBlack/African-American:BMI_R_CatOverweight                                      0.000e+00
## raceaAleut, Alaskan Native, or American Indian:BMI_R_CatOverweight                   0.000e+00
## raceaAlaskan Native or American Indian:BMI_R_CatOverweight                           0.000e+00
## raceaAlaskan Native/Eskimo:BMI_R_CatOverweight                                       0.000e+00
## raceaAleut:BMI_R_CatOverweight                                                       0.000e+00
## raceaAmerican Indian:BMI_R_CatOverweight                                             0.000e+00
## raceaAmerican Indian or Alaskan Native and any other group:BMI_R_CatOverweight       0.000e+00
## raceaAsian or Pacific Islander:BMI_R_CatOverweight                                   0.000e+00
## raceaAsian:BMI_R_CatOverweight                                                       0.000e+00
## raceaChinese:BMI_R_CatOverweight                                                     5.856e-01
## raceaFilipino:BMI_R_CatOverweight                                                    5.839e-01
## raceaKorean:BMI_R_CatOverweight                                                      0.000e+00
## raceaVietnamese:BMI_R_CatOverweight                                                  0.000e+00
## raceaJapanese:BMI_R_CatOverweight                                                    0.000e+00
## raceaAsian Indian:BMI_R_CatOverweight                                                6.583e-01
## raceaPacific Islander:BMI_R_CatOverweight                                            0.000e+00
## raceaHawaiian:BMI_R_CatOverweight                                                    0.000e+00
## raceaSamoan:BMI_R_CatOverweight                                                      0.000e+00
## raceaGuamanian:BMI_R_CatOverweight                                                   0.000e+00
## raceaOther Asian or Pacific Islander:BMI_R_CatOverweight                             0.000e+00
## raceaOther Asian or Pacific Islander (1992-1995):BMI_R_CatOverweight                 0.000e+00
## raceaOther Asian or Pacific Islander (1996):BMI_R_CatOverweight                      0.000e+00
## raceaOther Asian or Pacific Islander (1997-1998):BMI_R_CatOverweight                 0.000e+00
## raceaOther Asian (1999 forward):BMI_R_CatOverweight                                  0.000e+00
## raceaOther Race:BMI_R_CatOverweight                                                  0.000e+00
## raceaOther Race (1963-1977):BMI_R_CatOverweight                                      0.000e+00
## raceaOther Race (1978):BMI_R_CatOverweight                                           0.000e+00
## raceaOther Race (1979-1991):BMI_R_CatOverweight                                      0.000e+00
## raceaOther Race (1992-1995):BMI_R_CatOverweight                                      0.000e+00
## raceaOther Race (1996):BMI_R_CatOverweight                                           0.000e+00
## raceaOther Race (1997-1998):BMI_R_CatOverweight                                      0.000e+00
## raceaOther Race (1999-2002):BMI_R_CatOverweight                                      0.000e+00
## raceaPrimary Race not releasable:BMI_R_CatOverweight                                 0.000e+00
## raceaMultiple Race, No Primary Race Selected:BMI_R_CatOverweight                     0.000e+00
## raceaMultiple Race, including Asian, excluding Black and White:BMI_R_CatOverweight   0.000e+00
## raceaMultiple Race, including Asian and Black, excluding White:BMI_R_CatOverweight   0.000e+00
## raceaMultiple Race, including Asian and White, excluding Black:BMI_R_CatOverweight   0.000e+00
## raceaMultiple Race, including Black, excluding Asian and White:BMI_R_CatOverweight   0.000e+00
## raceaMultiple Race, including Black and White, excluding Asian:BMI_R_CatOverweight   0.000e+00
## raceaMultiple Race, including White, excluding Asian and Black:BMI_R_CatOverweight   0.000e+00
## raceaMultiple Race, including Asian, White, and Black:BMI_R_CatOverweight            0.000e+00
## raceaMultiple Race, excluding Asian, White, and Black:BMI_R_CatOverweight            0.000e+00
## raceaUnknown:BMI_R_CatOverweight                                                     0.000e+00
## raceaUnknown-refused:BMI_R_CatOverweight                                             0.000e+00
## raceaUnknown-not ascertained:BMI_R_CatOverweight                                     0.000e+00
## raceaUnknown (1997 forward: Don't know):BMI_R_CatOverweight                          0.000e+00
## raceaWhite:BMI_R_CatUnderweight                                                      2.344e-01
## raceaBlack/African-American:BMI_R_CatUnderweight                                     0.000e+00
## raceaAleut, Alaskan Native, or American Indian:BMI_R_CatUnderweight                  0.000e+00
## raceaAlaskan Native or American Indian:BMI_R_CatUnderweight                          0.000e+00
## raceaAlaskan Native/Eskimo:BMI_R_CatUnderweight                                      0.000e+00
## raceaAleut:BMI_R_CatUnderweight                                                      0.000e+00
## raceaAmerican Indian:BMI_R_CatUnderweight                                            0.000e+00
## raceaAmerican Indian or Alaskan Native and any other group:BMI_R_CatUnderweight      0.000e+00
## raceaAsian or Pacific Islander:BMI_R_CatUnderweight                                  0.000e+00
## raceaAsian:BMI_R_CatUnderweight                                                      0.000e+00
## raceaChinese:BMI_R_CatUnderweight                                                    4.609e+02
## raceaFilipino:BMI_R_CatUnderweight                                                   6.738e+02
## raceaKorean:BMI_R_CatUnderweight                                                     0.000e+00
## raceaVietnamese:BMI_R_CatUnderweight                                                 0.000e+00
## raceaJapanese:BMI_R_CatUnderweight                                                   0.000e+00
## raceaAsian Indian:BMI_R_CatUnderweight                                               1.233e+03
## raceaPacific Islander:BMI_R_CatUnderweight                                           0.000e+00
## raceaHawaiian:BMI_R_CatUnderweight                                                   0.000e+00
## raceaSamoan:BMI_R_CatUnderweight                                                     0.000e+00
## raceaGuamanian:BMI_R_CatUnderweight                                                  0.000e+00
## raceaOther Asian or Pacific Islander:BMI_R_CatUnderweight                            0.000e+00
## raceaOther Asian or Pacific Islander (1992-1995):BMI_R_CatUnderweight                0.000e+00
## raceaOther Asian or Pacific Islander (1996):BMI_R_CatUnderweight                     0.000e+00
## raceaOther Asian or Pacific Islander (1997-1998):BMI_R_CatUnderweight                0.000e+00
## raceaOther Asian (1999 forward):BMI_R_CatUnderweight                                 0.000e+00
## raceaOther Race:BMI_R_CatUnderweight                                                 0.000e+00
## raceaOther Race (1963-1977):BMI_R_CatUnderweight                                     0.000e+00
## raceaOther Race (1978):BMI_R_CatUnderweight                                          0.000e+00
## raceaOther Race (1979-1991):BMI_R_CatUnderweight                                     0.000e+00
## raceaOther Race (1992-1995):BMI_R_CatUnderweight                                     0.000e+00
## raceaOther Race (1996):BMI_R_CatUnderweight                                          0.000e+00
## raceaOther Race (1997-1998):BMI_R_CatUnderweight                                     0.000e+00
## raceaOther Race (1999-2002):BMI_R_CatUnderweight                                     0.000e+00
## raceaPrimary Race not releasable:BMI_R_CatUnderweight                                0.000e+00
## raceaMultiple Race, No Primary Race Selected:BMI_R_CatUnderweight                    0.000e+00
## raceaMultiple Race, including Asian, excluding Black and White:BMI_R_CatUnderweight  0.000e+00
## raceaMultiple Race, including Asian and Black, excluding White:BMI_R_CatUnderweight  0.000e+00
## raceaMultiple Race, including Asian and White, excluding Black:BMI_R_CatUnderweight  0.000e+00
## raceaMultiple Race, including Black, excluding Asian and White:BMI_R_CatUnderweight  0.000e+00
## raceaMultiple Race, including Black and White, excluding Asian:BMI_R_CatUnderweight  0.000e+00
## raceaMultiple Race, including White, excluding Asian and Black:BMI_R_CatUnderweight  0.000e+00
## raceaMultiple Race, including Asian, White, and Black:BMI_R_CatUnderweight           0.000e+00
## raceaMultiple Race, excluding Asian, White, and Black:BMI_R_CatUnderweight           0.000e+00
## raceaUnknown:BMI_R_CatUnderweight                                                    0.000e+00
## raceaUnknown-refused:BMI_R_CatUnderweight                                            0.000e+00
## raceaUnknown-not ascertained:BMI_R_CatUnderweight                                    0.000e+00
## raceaUnknown (1997 forward: Don't know):BMI_R_CatUnderweight                         0.000e+00
##                                                                                           z
## raceaBlack/African-American                                                              NA
## raceaAleut, Alaskan Native, or American Indian                                           NA
## raceaAlaskan Native or American Indian                                                   NA
## raceaAlaskan Native/Eskimo                                                               NA
## raceaAleut                                                                               NA
## raceaAmerican Indian                                                                     NA
## raceaAmerican Indian or Alaskan Native and any other group                               NA
## raceaAsian or Pacific Islander                                                           NA
## raceaAsian                                                                               NA
## raceaChinese                                                                          0.346
## raceaFilipino                                                                         0.134
## raceaKorean                                                                              NA
## raceaVietnamese                                                                          NA
## raceaJapanese                                                                            NA
## raceaAsian Indian                                                                     0.436
## raceaPacific Islander                                                                    NA
## raceaHawaiian                                                                            NA
## raceaSamoan                                                                              NA
## raceaGuamanian                                                                           NA
## raceaOther Asian or Pacific Islander                                                     NA
## raceaOther Asian or Pacific Islander (1992-1995)                                         NA
## raceaOther Asian or Pacific Islander (1996)                                              NA
## raceaOther Asian or Pacific Islander (1997-1998)                                         NA
## raceaOther Asian (1999 forward)                                                          NA
## raceaOther Race                                                                          NA
## raceaOther Race (1963-1977)                                                              NA
## raceaOther Race (1978)                                                                   NA
## raceaOther Race (1979-1991)                                                              NA
## raceaOther Race (1992-1995)                                                              NA
## raceaOther Race (1996)                                                                   NA
## raceaOther Race (1997-1998)                                                              NA
## raceaOther Race (1999-2002)                                                              NA
## raceaPrimary Race not releasable                                                         NA
## raceaMultiple Race, No Primary Race Selected                                             NA
## raceaMultiple Race, including Asian, excluding Black and White                           NA
## raceaMultiple Race, including Asian and Black, excluding White                           NA
## raceaMultiple Race, including Asian and White, excluding Black                           NA
## raceaMultiple Race, including Black, excluding Asian and White                           NA
## raceaMultiple Race, including Black and White, excluding Asian                           NA
## raceaMultiple Race, including White, excluding Asian and Black                           NA
## raceaMultiple Race, including Asian, White, and Black                                    NA
## raceaMultiple Race, excluding Asian, White, and Black                                    NA
## raceaUnknown                                                                             NA
## raceaUnknown-refused                                                                     NA
## raceaUnknown-not ascertained                                                             NA
## raceaUnknown (1997 forward: Don't know)                                                  NA
## SEX                                                                                 -14.008
## raceaWhite:BMI_R_CatObese                                                            28.476
## raceaBlack/African-American:BMI_R_CatObese                                               NA
## raceaAleut, Alaskan Native, or American Indian:BMI_R_CatObese                            NA
## raceaAlaskan Native or American Indian:BMI_R_CatObese                                    NA
## raceaAlaskan Native/Eskimo:BMI_R_CatObese                                                NA
## raceaAleut:BMI_R_CatObese                                                                NA
## raceaAmerican Indian:BMI_R_CatObese                                                      NA
## raceaAmerican Indian or Alaskan Native and any other group:BMI_R_CatObese                NA
## raceaAsian or Pacific Islander:BMI_R_CatObese                                            NA
## raceaAsian:BMI_R_CatObese                                                                NA
## raceaChinese:BMI_R_CatObese                                                           3.163
## raceaFilipino:BMI_R_CatObese                                                          2.379
## raceaKorean:BMI_R_CatObese                                                               NA
## raceaVietnamese:BMI_R_CatObese                                                           NA
## raceaJapanese:BMI_R_CatObese                                                             NA
## raceaAsian Indian:BMI_R_CatObese                                                      1.148
## raceaPacific Islander:BMI_R_CatObese                                                     NA
## raceaHawaiian:BMI_R_CatObese                                                             NA
## raceaSamoan:BMI_R_CatObese                                                               NA
## raceaGuamanian:BMI_R_CatObese                                                            NA
## raceaOther Asian or Pacific Islander:BMI_R_CatObese                                      NA
## raceaOther Asian or Pacific Islander (1992-1995):BMI_R_CatObese                          NA
## raceaOther Asian or Pacific Islander (1996):BMI_R_CatObese                               NA
## raceaOther Asian or Pacific Islander (1997-1998):BMI_R_CatObese                          NA
## raceaOther Asian (1999 forward):BMI_R_CatObese                                           NA
## raceaOther Race:BMI_R_CatObese                                                           NA
## raceaOther Race (1963-1977):BMI_R_CatObese                                               NA
## raceaOther Race (1978):BMI_R_CatObese                                                    NA
## raceaOther Race (1979-1991):BMI_R_CatObese                                               NA
## raceaOther Race (1992-1995):BMI_R_CatObese                                               NA
## raceaOther Race (1996):BMI_R_CatObese                                                    NA
## raceaOther Race (1997-1998):BMI_R_CatObese                                               NA
## raceaOther Race (1999-2002):BMI_R_CatObese                                               NA
## raceaPrimary Race not releasable:BMI_R_CatObese                                          NA
## raceaMultiple Race, No Primary Race Selected:BMI_R_CatObese                              NA
## raceaMultiple Race, including Asian, excluding Black and White:BMI_R_CatObese            NA
## raceaMultiple Race, including Asian and Black, excluding White:BMI_R_CatObese            NA
## raceaMultiple Race, including Asian and White, excluding Black:BMI_R_CatObese            NA
## raceaMultiple Race, including Black, excluding Asian and White:BMI_R_CatObese            NA
## raceaMultiple Race, including Black and White, excluding Asian:BMI_R_CatObese            NA
## raceaMultiple Race, including White, excluding Asian and Black:BMI_R_CatObese            NA
## raceaMultiple Race, including Asian, White, and Black:BMI_R_CatObese                     NA
## raceaMultiple Race, excluding Asian, White, and Black:BMI_R_CatObese                     NA
## raceaUnknown:BMI_R_CatObese                                                              NA
## raceaUnknown-refused:BMI_R_CatObese                                                      NA
## raceaUnknown-not ascertained:BMI_R_CatObese                                              NA
## raceaUnknown (1997 forward: Don't know):BMI_R_CatObese                                   NA
## raceaWhite:BMI_R_CatOverweight                                                        8.273
## raceaBlack/African-American:BMI_R_CatOverweight                                          NA
## raceaAleut, Alaskan Native, or American Indian:BMI_R_CatOverweight                       NA
## raceaAlaskan Native or American Indian:BMI_R_CatOverweight                               NA
## raceaAlaskan Native/Eskimo:BMI_R_CatOverweight                                           NA
## raceaAleut:BMI_R_CatOverweight                                                           NA
## raceaAmerican Indian:BMI_R_CatOverweight                                                 NA
## raceaAmerican Indian or Alaskan Native and any other group:BMI_R_CatOverweight           NA
## raceaAsian or Pacific Islander:BMI_R_CatOverweight                                       NA
## raceaAsian:BMI_R_CatOverweight                                                           NA
## raceaChinese:BMI_R_CatOverweight                                                      0.700
## raceaFilipino:BMI_R_CatOverweight                                                     0.573
## raceaKorean:BMI_R_CatOverweight                                                          NA
## raceaVietnamese:BMI_R_CatOverweight                                                      NA
## raceaJapanese:BMI_R_CatOverweight                                                        NA
## raceaAsian Indian:BMI_R_CatOverweight                                                 0.883
## raceaPacific Islander:BMI_R_CatOverweight                                                NA
## raceaHawaiian:BMI_R_CatOverweight                                                        NA
## raceaSamoan:BMI_R_CatOverweight                                                          NA
## raceaGuamanian:BMI_R_CatOverweight                                                       NA
## raceaOther Asian or Pacific Islander:BMI_R_CatOverweight                                 NA
## raceaOther Asian or Pacific Islander (1992-1995):BMI_R_CatOverweight                     NA
## raceaOther Asian or Pacific Islander (1996):BMI_R_CatOverweight                          NA
## raceaOther Asian or Pacific Islander (1997-1998):BMI_R_CatOverweight                     NA
## raceaOther Asian (1999 forward):BMI_R_CatOverweight                                      NA
## raceaOther Race:BMI_R_CatOverweight                                                      NA
## raceaOther Race (1963-1977):BMI_R_CatOverweight                                          NA
## raceaOther Race (1978):BMI_R_CatOverweight                                               NA
## raceaOther Race (1979-1991):BMI_R_CatOverweight                                          NA
## raceaOther Race (1992-1995):BMI_R_CatOverweight                                          NA
## raceaOther Race (1996):BMI_R_CatOverweight                                               NA
## raceaOther Race (1997-1998):BMI_R_CatOverweight                                          NA
## raceaOther Race (1999-2002):BMI_R_CatOverweight                                          NA
## raceaPrimary Race not releasable:BMI_R_CatOverweight                                     NA
## raceaMultiple Race, No Primary Race Selected:BMI_R_CatOverweight                         NA
## raceaMultiple Race, including Asian, excluding Black and White:BMI_R_CatOverweight       NA
## raceaMultiple Race, including Asian and Black, excluding White:BMI_R_CatOverweight       NA
## raceaMultiple Race, including Asian and White, excluding Black:BMI_R_CatOverweight       NA
## raceaMultiple Race, including Black, excluding Asian and White:BMI_R_CatOverweight       NA
## raceaMultiple Race, including Black and White, excluding Asian:BMI_R_CatOverweight       NA
## raceaMultiple Race, including White, excluding Asian and Black:BMI_R_CatOverweight       NA
## raceaMultiple Race, including Asian, White, and Black:BMI_R_CatOverweight                NA
## raceaMultiple Race, excluding Asian, White, and Black:BMI_R_CatOverweight                NA
## raceaUnknown:BMI_R_CatOverweight                                                         NA
## raceaUnknown-refused:BMI_R_CatOverweight                                                 NA
## raceaUnknown-not ascertained:BMI_R_CatOverweight                                         NA
## raceaUnknown (1997 forward: Don't know):BMI_R_CatOverweight                              NA
## raceaWhite:BMI_R_CatUnderweight                                                       2.297
## raceaBlack/African-American:BMI_R_CatUnderweight                                         NA
## raceaAleut, Alaskan Native, or American Indian:BMI_R_CatUnderweight                      NA
## raceaAlaskan Native or American Indian:BMI_R_CatUnderweight                              NA
## raceaAlaskan Native/Eskimo:BMI_R_CatUnderweight                                          NA
## raceaAleut:BMI_R_CatUnderweight                                                          NA
## raceaAmerican Indian:BMI_R_CatUnderweight                                                NA
## raceaAmerican Indian or Alaskan Native and any other group:BMI_R_CatUnderweight          NA
## raceaAsian or Pacific Islander:BMI_R_CatUnderweight                                      NA
## raceaAsian:BMI_R_CatUnderweight                                                          NA
## raceaChinese:BMI_R_CatUnderweight                                                    -0.025
## raceaFilipino:BMI_R_CatUnderweight                                                   -0.017
## raceaKorean:BMI_R_CatUnderweight                                                         NA
## raceaVietnamese:BMI_R_CatUnderweight                                                     NA
## raceaJapanese:BMI_R_CatUnderweight                                                       NA
## raceaAsian Indian:BMI_R_CatUnderweight                                               -0.010
## raceaPacific Islander:BMI_R_CatUnderweight                                               NA
## raceaHawaiian:BMI_R_CatUnderweight                                                       NA
## raceaSamoan:BMI_R_CatUnderweight                                                         NA
## raceaGuamanian:BMI_R_CatUnderweight                                                      NA
## raceaOther Asian or Pacific Islander:BMI_R_CatUnderweight                                NA
## raceaOther Asian or Pacific Islander (1992-1995):BMI_R_CatUnderweight                    NA
## raceaOther Asian or Pacific Islander (1996):BMI_R_CatUnderweight                         NA
## raceaOther Asian or Pacific Islander (1997-1998):BMI_R_CatUnderweight                    NA
## raceaOther Asian (1999 forward):BMI_R_CatUnderweight                                     NA
## raceaOther Race:BMI_R_CatUnderweight                                                     NA
## raceaOther Race (1963-1977):BMI_R_CatUnderweight                                         NA
## raceaOther Race (1978):BMI_R_CatUnderweight                                              NA
## raceaOther Race (1979-1991):BMI_R_CatUnderweight                                         NA
## raceaOther Race (1992-1995):BMI_R_CatUnderweight                                         NA
## raceaOther Race (1996):BMI_R_CatUnderweight                                              NA
## raceaOther Race (1997-1998):BMI_R_CatUnderweight                                         NA
## raceaOther Race (1999-2002):BMI_R_CatUnderweight                                         NA
## raceaPrimary Race not releasable:BMI_R_CatUnderweight                                    NA
## raceaMultiple Race, No Primary Race Selected:BMI_R_CatUnderweight                        NA
## raceaMultiple Race, including Asian, excluding Black and White:BMI_R_CatUnderweight      NA
## raceaMultiple Race, including Asian and Black, excluding White:BMI_R_CatUnderweight      NA
## raceaMultiple Race, including Asian and White, excluding Black:BMI_R_CatUnderweight      NA
## raceaMultiple Race, including Black, excluding Asian and White:BMI_R_CatUnderweight      NA
## raceaMultiple Race, including Black and White, excluding Asian:BMI_R_CatUnderweight      NA
## raceaMultiple Race, including White, excluding Asian and Black:BMI_R_CatUnderweight      NA
## raceaMultiple Race, including Asian, White, and Black:BMI_R_CatUnderweight               NA
## raceaMultiple Race, excluding Asian, White, and Black:BMI_R_CatUnderweight               NA
## raceaUnknown:BMI_R_CatUnderweight                                                        NA
## raceaUnknown-refused:BMI_R_CatUnderweight                                                NA
## raceaUnknown-not ascertained:BMI_R_CatUnderweight                                        NA
## raceaUnknown (1997 forward: Don't know):BMI_R_CatUnderweight                             NA
##                                                                                     Pr(>|z|)
## raceaBlack/African-American                                                               NA
## raceaAleut, Alaskan Native, or American Indian                                            NA
## raceaAlaskan Native or American Indian                                                    NA
## raceaAlaskan Native/Eskimo                                                                NA
## raceaAleut                                                                                NA
## raceaAmerican Indian                                                                      NA
## raceaAmerican Indian or Alaskan Native and any other group                                NA
## raceaAsian or Pacific Islander                                                            NA
## raceaAsian                                                                                NA
## raceaChinese                                                                         0.72918
## raceaFilipino                                                                        0.89353
## raceaKorean                                                                               NA
## raceaVietnamese                                                                           NA
## raceaJapanese                                                                             NA
## raceaAsian Indian                                                                    0.66310
## raceaPacific Islander                                                                     NA
## raceaHawaiian                                                                             NA
## raceaSamoan                                                                               NA
## raceaGuamanian                                                                            NA
## raceaOther Asian or Pacific Islander                                                      NA
## raceaOther Asian or Pacific Islander (1992-1995)                                          NA
## raceaOther Asian or Pacific Islander (1996)                                               NA
## raceaOther Asian or Pacific Islander (1997-1998)                                          NA
## raceaOther Asian (1999 forward)                                                           NA
## raceaOther Race                                                                           NA
## raceaOther Race (1963-1977)                                                               NA
## raceaOther Race (1978)                                                                    NA
## raceaOther Race (1979-1991)                                                               NA
## raceaOther Race (1992-1995)                                                               NA
## raceaOther Race (1996)                                                                    NA
## raceaOther Race (1997-1998)                                                               NA
## raceaOther Race (1999-2002)                                                               NA
## raceaPrimary Race not releasable                                                          NA
## raceaMultiple Race, No Primary Race Selected                                              NA
## raceaMultiple Race, including Asian, excluding Black and White                            NA
## raceaMultiple Race, including Asian and Black, excluding White                            NA
## raceaMultiple Race, including Asian and White, excluding Black                            NA
## raceaMultiple Race, including Black, excluding Asian and White                            NA
## raceaMultiple Race, including Black and White, excluding Asian                            NA
## raceaMultiple Race, including White, excluding Asian and Black                            NA
## raceaMultiple Race, including Asian, White, and Black                                     NA
## raceaMultiple Race, excluding Asian, White, and Black                                     NA
## raceaUnknown                                                                              NA
## raceaUnknown-refused                                                                      NA
## raceaUnknown-not ascertained                                                              NA
## raceaUnknown (1997 forward: Don't know)                                                   NA
## SEX                                                                                  < 2e-16
## raceaWhite:BMI_R_CatObese                                                            < 2e-16
## raceaBlack/African-American:BMI_R_CatObese                                                NA
## raceaAleut, Alaskan Native, or American Indian:BMI_R_CatObese                             NA
## raceaAlaskan Native or American Indian:BMI_R_CatObese                                     NA
## raceaAlaskan Native/Eskimo:BMI_R_CatObese                                                 NA
## raceaAleut:BMI_R_CatObese                                                                 NA
## raceaAmerican Indian:BMI_R_CatObese                                                       NA
## raceaAmerican Indian or Alaskan Native and any other group:BMI_R_CatObese                 NA
## raceaAsian or Pacific Islander:BMI_R_CatObese                                             NA
## raceaAsian:BMI_R_CatObese                                                                 NA
## raceaChinese:BMI_R_CatObese                                                          0.00156
## raceaFilipino:BMI_R_CatObese                                                         0.01734
## raceaKorean:BMI_R_CatObese                                                                NA
## raceaVietnamese:BMI_R_CatObese                                                            NA
## raceaJapanese:BMI_R_CatObese                                                              NA
## raceaAsian Indian:BMI_R_CatObese                                                     0.25093
## raceaPacific Islander:BMI_R_CatObese                                                      NA
## raceaHawaiian:BMI_R_CatObese                                                              NA
## raceaSamoan:BMI_R_CatObese                                                                NA
## raceaGuamanian:BMI_R_CatObese                                                             NA
## raceaOther Asian or Pacific Islander:BMI_R_CatObese                                       NA
## raceaOther Asian or Pacific Islander (1992-1995):BMI_R_CatObese                           NA
## raceaOther Asian or Pacific Islander (1996):BMI_R_CatObese                                NA
## raceaOther Asian or Pacific Islander (1997-1998):BMI_R_CatObese                           NA
## raceaOther Asian (1999 forward):BMI_R_CatObese                                            NA
## raceaOther Race:BMI_R_CatObese                                                            NA
## raceaOther Race (1963-1977):BMI_R_CatObese                                                NA
## raceaOther Race (1978):BMI_R_CatObese                                                     NA
## raceaOther Race (1979-1991):BMI_R_CatObese                                                NA
## raceaOther Race (1992-1995):BMI_R_CatObese                                                NA
## raceaOther Race (1996):BMI_R_CatObese                                                     NA
## raceaOther Race (1997-1998):BMI_R_CatObese                                                NA
## raceaOther Race (1999-2002):BMI_R_CatObese                                                NA
## raceaPrimary Race not releasable:BMI_R_CatObese                                           NA
## raceaMultiple Race, No Primary Race Selected:BMI_R_CatObese                               NA
## raceaMultiple Race, including Asian, excluding Black and White:BMI_R_CatObese             NA
## raceaMultiple Race, including Asian and Black, excluding White:BMI_R_CatObese             NA
## raceaMultiple Race, including Asian and White, excluding Black:BMI_R_CatObese             NA
## raceaMultiple Race, including Black, excluding Asian and White:BMI_R_CatObese             NA
## raceaMultiple Race, including Black and White, excluding Asian:BMI_R_CatObese             NA
## raceaMultiple Race, including White, excluding Asian and Black:BMI_R_CatObese             NA
## raceaMultiple Race, including Asian, White, and Black:BMI_R_CatObese                      NA
## raceaMultiple Race, excluding Asian, White, and Black:BMI_R_CatObese                      NA
## raceaUnknown:BMI_R_CatObese                                                               NA
## raceaUnknown-refused:BMI_R_CatObese                                                       NA
## raceaUnknown-not ascertained:BMI_R_CatObese                                               NA
## raceaUnknown (1997 forward: Don't know):BMI_R_CatObese                                    NA
## raceaWhite:BMI_R_CatOverweight                                                       < 2e-16
## raceaBlack/African-American:BMI_R_CatOverweight                                           NA
## raceaAleut, Alaskan Native, or American Indian:BMI_R_CatOverweight                        NA
## raceaAlaskan Native or American Indian:BMI_R_CatOverweight                                NA
## raceaAlaskan Native/Eskimo:BMI_R_CatOverweight                                            NA
## raceaAleut:BMI_R_CatOverweight                                                            NA
## raceaAmerican Indian:BMI_R_CatOverweight                                                  NA
## raceaAmerican Indian or Alaskan Native and any other group:BMI_R_CatOverweight            NA
## raceaAsian or Pacific Islander:BMI_R_CatOverweight                                        NA
## raceaAsian:BMI_R_CatOverweight                                                            NA
## raceaChinese:BMI_R_CatOverweight                                                     0.48390
## raceaFilipino:BMI_R_CatOverweight                                                    0.56694
## raceaKorean:BMI_R_CatOverweight                                                           NA
## raceaVietnamese:BMI_R_CatOverweight                                                       NA
## raceaJapanese:BMI_R_CatOverweight                                                         NA
## raceaAsian Indian:BMI_R_CatOverweight                                                0.37709
## raceaPacific Islander:BMI_R_CatOverweight                                                 NA
## raceaHawaiian:BMI_R_CatOverweight                                                         NA
## raceaSamoan:BMI_R_CatOverweight                                                           NA
## raceaGuamanian:BMI_R_CatOverweight                                                        NA
## raceaOther Asian or Pacific Islander:BMI_R_CatOverweight                                  NA
## raceaOther Asian or Pacific Islander (1992-1995):BMI_R_CatOverweight                      NA
## raceaOther Asian or Pacific Islander (1996):BMI_R_CatOverweight                           NA
## raceaOther Asian or Pacific Islander (1997-1998):BMI_R_CatOverweight                      NA
## raceaOther Asian (1999 forward):BMI_R_CatOverweight                                       NA
## raceaOther Race:BMI_R_CatOverweight                                                       NA
## raceaOther Race (1963-1977):BMI_R_CatOverweight                                           NA
## raceaOther Race (1978):BMI_R_CatOverweight                                                NA
## raceaOther Race (1979-1991):BMI_R_CatOverweight                                           NA
## raceaOther Race (1992-1995):BMI_R_CatOverweight                                           NA
## raceaOther Race (1996):BMI_R_CatOverweight                                                NA
## raceaOther Race (1997-1998):BMI_R_CatOverweight                                           NA
## raceaOther Race (1999-2002):BMI_R_CatOverweight                                           NA
## raceaPrimary Race not releasable:BMI_R_CatOverweight                                      NA
## raceaMultiple Race, No Primary Race Selected:BMI_R_CatOverweight                          NA
## raceaMultiple Race, including Asian, excluding Black and White:BMI_R_CatOverweight        NA
## raceaMultiple Race, including Asian and Black, excluding White:BMI_R_CatOverweight        NA
## raceaMultiple Race, including Asian and White, excluding Black:BMI_R_CatOverweight        NA
## raceaMultiple Race, including Black, excluding Asian and White:BMI_R_CatOverweight        NA
## raceaMultiple Race, including Black and White, excluding Asian:BMI_R_CatOverweight        NA
## raceaMultiple Race, including White, excluding Asian and Black:BMI_R_CatOverweight        NA
## raceaMultiple Race, including Asian, White, and Black:BMI_R_CatOverweight                 NA
## raceaMultiple Race, excluding Asian, White, and Black:BMI_R_CatOverweight                 NA
## raceaUnknown:BMI_R_CatOverweight                                                          NA
## raceaUnknown-refused:BMI_R_CatOverweight                                                  NA
## raceaUnknown-not ascertained:BMI_R_CatOverweight                                          NA
## raceaUnknown (1997 forward: Don't know):BMI_R_CatOverweight                               NA
## raceaWhite:BMI_R_CatUnderweight                                                      0.02163
## raceaBlack/African-American:BMI_R_CatUnderweight                                          NA
## raceaAleut, Alaskan Native, or American Indian:BMI_R_CatUnderweight                       NA
## raceaAlaskan Native or American Indian:BMI_R_CatUnderweight                               NA
## raceaAlaskan Native/Eskimo:BMI_R_CatUnderweight                                           NA
## raceaAleut:BMI_R_CatUnderweight                                                           NA
## raceaAmerican Indian:BMI_R_CatUnderweight                                                 NA
## raceaAmerican Indian or Alaskan Native and any other group:BMI_R_CatUnderweight           NA
## raceaAsian or Pacific Islander:BMI_R_CatUnderweight                                       NA
## raceaAsian:BMI_R_CatUnderweight                                                           NA
## raceaChinese:BMI_R_CatUnderweight                                                    0.97994
## raceaFilipino:BMI_R_CatUnderweight                                                   0.98645
## raceaKorean:BMI_R_CatUnderweight                                                          NA
## raceaVietnamese:BMI_R_CatUnderweight                                                      NA
## raceaJapanese:BMI_R_CatUnderweight                                                        NA
## raceaAsian Indian:BMI_R_CatUnderweight                                               0.99234
## raceaPacific Islander:BMI_R_CatUnderweight                                                NA
## raceaHawaiian:BMI_R_CatUnderweight                                                        NA
## raceaSamoan:BMI_R_CatUnderweight                                                          NA
## raceaGuamanian:BMI_R_CatUnderweight                                                       NA
## raceaOther Asian or Pacific Islander:BMI_R_CatUnderweight                                 NA
## raceaOther Asian or Pacific Islander (1992-1995):BMI_R_CatUnderweight                     NA
## raceaOther Asian or Pacific Islander (1996):BMI_R_CatUnderweight                          NA
## raceaOther Asian or Pacific Islander (1997-1998):BMI_R_CatUnderweight                     NA
## raceaOther Asian (1999 forward):BMI_R_CatUnderweight                                      NA
## raceaOther Race:BMI_R_CatUnderweight                                                      NA
## raceaOther Race (1963-1977):BMI_R_CatUnderweight                                          NA
## raceaOther Race (1978):BMI_R_CatUnderweight                                               NA
## raceaOther Race (1979-1991):BMI_R_CatUnderweight                                          NA
## raceaOther Race (1992-1995):BMI_R_CatUnderweight                                          NA
## raceaOther Race (1996):BMI_R_CatUnderweight                                               NA
## raceaOther Race (1997-1998):BMI_R_CatUnderweight                                          NA
## raceaOther Race (1999-2002):BMI_R_CatUnderweight                                          NA
## raceaPrimary Race not releasable:BMI_R_CatUnderweight                                     NA
## raceaMultiple Race, No Primary Race Selected:BMI_R_CatUnderweight                         NA
## raceaMultiple Race, including Asian, excluding Black and White:BMI_R_CatUnderweight       NA
## raceaMultiple Race, including Asian and Black, excluding White:BMI_R_CatUnderweight       NA
## raceaMultiple Race, including Asian and White, excluding Black:BMI_R_CatUnderweight       NA
## raceaMultiple Race, including Black, excluding Asian and White:BMI_R_CatUnderweight       NA
## raceaMultiple Race, including Black and White, excluding Asian:BMI_R_CatUnderweight       NA
## raceaMultiple Race, including White, excluding Asian and Black:BMI_R_CatUnderweight       NA
## raceaMultiple Race, including Asian, White, and Black:BMI_R_CatUnderweight                NA
## raceaMultiple Race, excluding Asian, White, and Black:BMI_R_CatUnderweight                NA
## raceaUnknown:BMI_R_CatUnderweight                                                         NA
## raceaUnknown-refused:BMI_R_CatUnderweight                                                 NA
## raceaUnknown-not ascertained:BMI_R_CatUnderweight                                         NA
## raceaUnknown (1997 forward: Don't know):BMI_R_CatUnderweight                              NA
##                                                                                        
## raceaBlack/African-American                                                            
## raceaAleut, Alaskan Native, or American Indian                                         
## raceaAlaskan Native or American Indian                                                 
## raceaAlaskan Native/Eskimo                                                             
## raceaAleut                                                                             
## raceaAmerican Indian                                                                   
## raceaAmerican Indian or Alaskan Native and any other group                             
## raceaAsian or Pacific Islander                                                         
## raceaAsian                                                                             
## raceaChinese                                                                           
## raceaFilipino                                                                          
## raceaKorean                                                                            
## raceaVietnamese                                                                        
## raceaJapanese                                                                          
## raceaAsian Indian                                                                      
## raceaPacific Islander                                                                  
## raceaHawaiian                                                                          
## raceaSamoan                                                                            
## raceaGuamanian                                                                         
## raceaOther Asian or Pacific Islander                                                   
## raceaOther Asian or Pacific Islander (1992-1995)                                       
## raceaOther Asian or Pacific Islander (1996)                                            
## raceaOther Asian or Pacific Islander (1997-1998)                                       
## raceaOther Asian (1999 forward)                                                        
## raceaOther Race                                                                        
## raceaOther Race (1963-1977)                                                            
## raceaOther Race (1978)                                                                 
## raceaOther Race (1979-1991)                                                            
## raceaOther Race (1992-1995)                                                            
## raceaOther Race (1996)                                                                 
## raceaOther Race (1997-1998)                                                            
## raceaOther Race (1999-2002)                                                            
## raceaPrimary Race not releasable                                                       
## raceaMultiple Race, No Primary Race Selected                                           
## raceaMultiple Race, including Asian, excluding Black and White                         
## raceaMultiple Race, including Asian and Black, excluding White                         
## raceaMultiple Race, including Asian and White, excluding Black                         
## raceaMultiple Race, including Black, excluding Asian and White                         
## raceaMultiple Race, including Black and White, excluding Asian                         
## raceaMultiple Race, including White, excluding Asian and Black                         
## raceaMultiple Race, including Asian, White, and Black                                  
## raceaMultiple Race, excluding Asian, White, and Black                                  
## raceaUnknown                                                                           
## raceaUnknown-refused                                                                   
## raceaUnknown-not ascertained                                                           
## raceaUnknown (1997 forward: Don't know)                                                
## SEX                                                                                 ***
## raceaWhite:BMI_R_CatObese                                                           ***
## raceaBlack/African-American:BMI_R_CatObese                                             
## raceaAleut, Alaskan Native, or American Indian:BMI_R_CatObese                          
## raceaAlaskan Native or American Indian:BMI_R_CatObese                                  
## raceaAlaskan Native/Eskimo:BMI_R_CatObese                                              
## raceaAleut:BMI_R_CatObese                                                              
## raceaAmerican Indian:BMI_R_CatObese                                                    
## raceaAmerican Indian or Alaskan Native and any other group:BMI_R_CatObese              
## raceaAsian or Pacific Islander:BMI_R_CatObese                                          
## raceaAsian:BMI_R_CatObese                                                              
## raceaChinese:BMI_R_CatObese                                                         ** 
## raceaFilipino:BMI_R_CatObese                                                        *  
## raceaKorean:BMI_R_CatObese                                                             
## raceaVietnamese:BMI_R_CatObese                                                         
## raceaJapanese:BMI_R_CatObese                                                           
## raceaAsian Indian:BMI_R_CatObese                                                       
## raceaPacific Islander:BMI_R_CatObese                                                   
## raceaHawaiian:BMI_R_CatObese                                                           
## raceaSamoan:BMI_R_CatObese                                                             
## raceaGuamanian:BMI_R_CatObese                                                          
## raceaOther Asian or Pacific Islander:BMI_R_CatObese                                    
## raceaOther Asian or Pacific Islander (1992-1995):BMI_R_CatObese                        
## raceaOther Asian or Pacific Islander (1996):BMI_R_CatObese                             
## raceaOther Asian or Pacific Islander (1997-1998):BMI_R_CatObese                        
## raceaOther Asian (1999 forward):BMI_R_CatObese                                         
## raceaOther Race:BMI_R_CatObese                                                         
## raceaOther Race (1963-1977):BMI_R_CatObese                                             
## raceaOther Race (1978):BMI_R_CatObese                                                  
## raceaOther Race (1979-1991):BMI_R_CatObese                                             
## raceaOther Race (1992-1995):BMI_R_CatObese                                             
## raceaOther Race (1996):BMI_R_CatObese                                                  
## raceaOther Race (1997-1998):BMI_R_CatObese                                             
## raceaOther Race (1999-2002):BMI_R_CatObese                                             
## raceaPrimary Race not releasable:BMI_R_CatObese                                        
## raceaMultiple Race, No Primary Race Selected:BMI_R_CatObese                            
## raceaMultiple Race, including Asian, excluding Black and White:BMI_R_CatObese          
## raceaMultiple Race, including Asian and Black, excluding White:BMI_R_CatObese          
## raceaMultiple Race, including Asian and White, excluding Black:BMI_R_CatObese          
## raceaMultiple Race, including Black, excluding Asian and White:BMI_R_CatObese          
## raceaMultiple Race, including Black and White, excluding Asian:BMI_R_CatObese          
## raceaMultiple Race, including White, excluding Asian and Black:BMI_R_CatObese          
## raceaMultiple Race, including Asian, White, and Black:BMI_R_CatObese                   
## raceaMultiple Race, excluding Asian, White, and Black:BMI_R_CatObese                   
## raceaUnknown:BMI_R_CatObese                                                            
## raceaUnknown-refused:BMI_R_CatObese                                                    
## raceaUnknown-not ascertained:BMI_R_CatObese                                            
## raceaUnknown (1997 forward: Don't know):BMI_R_CatObese                                 
## raceaWhite:BMI_R_CatOverweight                                                      ***
## raceaBlack/African-American:BMI_R_CatOverweight                                        
## raceaAleut, Alaskan Native, or American Indian:BMI_R_CatOverweight                     
## raceaAlaskan Native or American Indian:BMI_R_CatOverweight                             
## raceaAlaskan Native/Eskimo:BMI_R_CatOverweight                                         
## raceaAleut:BMI_R_CatOverweight                                                         
## raceaAmerican Indian:BMI_R_CatOverweight                                               
## raceaAmerican Indian or Alaskan Native and any other group:BMI_R_CatOverweight         
## raceaAsian or Pacific Islander:BMI_R_CatOverweight                                     
## raceaAsian:BMI_R_CatOverweight                                                         
## raceaChinese:BMI_R_CatOverweight                                                       
## raceaFilipino:BMI_R_CatOverweight                                                      
## raceaKorean:BMI_R_CatOverweight                                                        
## raceaVietnamese:BMI_R_CatOverweight                                                    
## raceaJapanese:BMI_R_CatOverweight                                                      
## raceaAsian Indian:BMI_R_CatOverweight                                                  
## raceaPacific Islander:BMI_R_CatOverweight                                              
## raceaHawaiian:BMI_R_CatOverweight                                                      
## raceaSamoan:BMI_R_CatOverweight                                                        
## raceaGuamanian:BMI_R_CatOverweight                                                     
## raceaOther Asian or Pacific Islander:BMI_R_CatOverweight                               
## raceaOther Asian or Pacific Islander (1992-1995):BMI_R_CatOverweight                   
## raceaOther Asian or Pacific Islander (1996):BMI_R_CatOverweight                        
## raceaOther Asian or Pacific Islander (1997-1998):BMI_R_CatOverweight                   
## raceaOther Asian (1999 forward):BMI_R_CatOverweight                                    
## raceaOther Race:BMI_R_CatOverweight                                                    
## raceaOther Race (1963-1977):BMI_R_CatOverweight                                        
## raceaOther Race (1978):BMI_R_CatOverweight                                             
## raceaOther Race (1979-1991):BMI_R_CatOverweight                                        
## raceaOther Race (1992-1995):BMI_R_CatOverweight                                        
## raceaOther Race (1996):BMI_R_CatOverweight                                             
## raceaOther Race (1997-1998):BMI_R_CatOverweight                                        
## raceaOther Race (1999-2002):BMI_R_CatOverweight                                        
## raceaPrimary Race not releasable:BMI_R_CatOverweight                                   
## raceaMultiple Race, No Primary Race Selected:BMI_R_CatOverweight                       
## raceaMultiple Race, including Asian, excluding Black and White:BMI_R_CatOverweight     
## raceaMultiple Race, including Asian and Black, excluding White:BMI_R_CatOverweight     
## raceaMultiple Race, including Asian and White, excluding Black:BMI_R_CatOverweight     
## raceaMultiple Race, including Black, excluding Asian and White:BMI_R_CatOverweight     
## raceaMultiple Race, including Black and White, excluding Asian:BMI_R_CatOverweight     
## raceaMultiple Race, including White, excluding Asian and Black:BMI_R_CatOverweight     
## raceaMultiple Race, including Asian, White, and Black:BMI_R_CatOverweight              
## raceaMultiple Race, excluding Asian, White, and Black:BMI_R_CatOverweight              
## raceaUnknown:BMI_R_CatOverweight                                                       
## raceaUnknown-refused:BMI_R_CatOverweight                                               
## raceaUnknown-not ascertained:BMI_R_CatOverweight                                       
## raceaUnknown (1997 forward: Don't know):BMI_R_CatOverweight                            
## raceaWhite:BMI_R_CatUnderweight                                                     *  
## raceaBlack/African-American:BMI_R_CatUnderweight                                       
## raceaAleut, Alaskan Native, or American Indian:BMI_R_CatUnderweight                    
## raceaAlaskan Native or American Indian:BMI_R_CatUnderweight                            
## raceaAlaskan Native/Eskimo:BMI_R_CatUnderweight                                        
## raceaAleut:BMI_R_CatUnderweight                                                        
## raceaAmerican Indian:BMI_R_CatUnderweight                                              
## raceaAmerican Indian or Alaskan Native and any other group:BMI_R_CatUnderweight        
## raceaAsian or Pacific Islander:BMI_R_CatUnderweight                                    
## raceaAsian:BMI_R_CatUnderweight                                                        
## raceaChinese:BMI_R_CatUnderweight                                                      
## raceaFilipino:BMI_R_CatUnderweight                                                     
## raceaKorean:BMI_R_CatUnderweight                                                       
## raceaVietnamese:BMI_R_CatUnderweight                                                   
## raceaJapanese:BMI_R_CatUnderweight                                                     
## raceaAsian Indian:BMI_R_CatUnderweight                                                 
## raceaPacific Islander:BMI_R_CatUnderweight                                             
## raceaHawaiian:BMI_R_CatUnderweight                                                     
## raceaSamoan:BMI_R_CatUnderweight                                                       
## raceaGuamanian:BMI_R_CatUnderweight                                                    
## raceaOther Asian or Pacific Islander:BMI_R_CatUnderweight                              
## raceaOther Asian or Pacific Islander (1992-1995):BMI_R_CatUnderweight                  
## raceaOther Asian or Pacific Islander (1996):BMI_R_CatUnderweight                       
## raceaOther Asian or Pacific Islander (1997-1998):BMI_R_CatUnderweight                  
## raceaOther Asian (1999 forward):BMI_R_CatUnderweight                                   
## raceaOther Race:BMI_R_CatUnderweight                                                   
## raceaOther Race (1963-1977):BMI_R_CatUnderweight                                       
## raceaOther Race (1978):BMI_R_CatUnderweight                                            
## raceaOther Race (1979-1991):BMI_R_CatUnderweight                                       
## raceaOther Race (1992-1995):BMI_R_CatUnderweight                                       
## raceaOther Race (1996):BMI_R_CatUnderweight                                            
## raceaOther Race (1997-1998):BMI_R_CatUnderweight                                       
## raceaOther Race (1999-2002):BMI_R_CatUnderweight                                       
## raceaPrimary Race not releasable:BMI_R_CatUnderweight                                  
## raceaMultiple Race, No Primary Race Selected:BMI_R_CatUnderweight                      
## raceaMultiple Race, including Asian, excluding Black and White:BMI_R_CatUnderweight    
## raceaMultiple Race, including Asian and Black, excluding White:BMI_R_CatUnderweight    
## raceaMultiple Race, including Asian and White, excluding Black:BMI_R_CatUnderweight    
## raceaMultiple Race, including Black, excluding Asian and White:BMI_R_CatUnderweight    
## raceaMultiple Race, including Black and White, excluding Asian:BMI_R_CatUnderweight    
## raceaMultiple Race, including White, excluding Asian and Black:BMI_R_CatUnderweight    
## raceaMultiple Race, including Asian, White, and Black:BMI_R_CatUnderweight             
## raceaMultiple Race, excluding Asian, White, and Black:BMI_R_CatUnderweight             
## raceaUnknown:BMI_R_CatUnderweight                                                      
## raceaUnknown-refused:BMI_R_CatUnderweight                                              
## raceaUnknown-not ascertained:BMI_R_CatUnderweight                                      
## raceaUnknown (1997 forward: Don't know):BMI_R_CatUnderweight                           
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
##                                                                                     exp(coef)
## raceaBlack/African-American                                                                NA
## raceaAleut, Alaskan Native, or American Indian                                             NA
## raceaAlaskan Native or American Indian                                                     NA
## raceaAlaskan Native/Eskimo                                                                 NA
## raceaAleut                                                                                 NA
## raceaAmerican Indian                                                                       NA
## raceaAmerican Indian or Alaskan Native and any other group                                 NA
## raceaAsian or Pacific Islander                                                             NA
## raceaAsian                                                                                 NA
## raceaChinese                                                                        1.168e+00
## raceaFilipino                                                                       1.070e+00
## raceaKorean                                                                                NA
## raceaVietnamese                                                                            NA
## raceaJapanese                                                                              NA
## raceaAsian Indian                                                                   1.287e+00
## raceaPacific Islander                                                                      NA
## raceaHawaiian                                                                              NA
## raceaSamoan                                                                                NA
## raceaGuamanian                                                                             NA
## raceaOther Asian or Pacific Islander                                                       NA
## raceaOther Asian or Pacific Islander (1992-1995)                                           NA
## raceaOther Asian or Pacific Islander (1996)                                                NA
## raceaOther Asian or Pacific Islander (1997-1998)                                           NA
## raceaOther Asian (1999 forward)                                                            NA
## raceaOther Race                                                                            NA
## raceaOther Race (1963-1977)                                                                NA
## raceaOther Race (1978)                                                                     NA
## raceaOther Race (1979-1991)                                                                NA
## raceaOther Race (1992-1995)                                                                NA
## raceaOther Race (1996)                                                                     NA
## raceaOther Race (1997-1998)                                                                NA
## raceaOther Race (1999-2002)                                                                NA
## raceaPrimary Race not releasable                                                           NA
## raceaMultiple Race, No Primary Race Selected                                               NA
## raceaMultiple Race, including Asian, excluding Black and White                             NA
## raceaMultiple Race, including Asian and Black, excluding White                             NA
## raceaMultiple Race, including Asian and White, excluding Black                             NA
## raceaMultiple Race, including Black, excluding Asian and White                             NA
## raceaMultiple Race, including Black and White, excluding Asian                             NA
## raceaMultiple Race, including White, excluding Asian and Black                             NA
## raceaMultiple Race, including Asian, White, and Black                                      NA
## raceaMultiple Race, excluding Asian, White, and Black                                      NA
## raceaUnknown                                                                               NA
## raceaUnknown-refused                                                                       NA
## raceaUnknown-not ascertained                                                               NA
## raceaUnknown (1997 forward: Don't know)                                                    NA
## SEX                                                                                 5.929e-01
## raceaWhite:BMI_R_CatObese                                                           4.569e+00
## raceaBlack/African-American:BMI_R_CatObese                                                 NA
## raceaAleut, Alaskan Native, or American Indian:BMI_R_CatObese                              NA
## raceaAlaskan Native or American Indian:BMI_R_CatObese                                      NA
## raceaAlaskan Native/Eskimo:BMI_R_CatObese                                                  NA
## raceaAleut:BMI_R_CatObese                                                                  NA
## raceaAmerican Indian:BMI_R_CatObese                                                        NA
## raceaAmerican Indian or Alaskan Native and any other group:BMI_R_CatObese                  NA
## raceaAsian or Pacific Islander:BMI_R_CatObese                                              NA
## raceaAsian:BMI_R_CatObese                                                                  NA
## raceaChinese:BMI_R_CatObese                                                         6.071e+00
## raceaFilipino:BMI_R_CatObese                                                        3.816e+00
## raceaKorean:BMI_R_CatObese                                                                 NA
## raceaVietnamese:BMI_R_CatObese                                                             NA
## raceaJapanese:BMI_R_CatObese                                                               NA
## raceaAsian Indian:BMI_R_CatObese                                                    2.313e+00
## raceaPacific Islander:BMI_R_CatObese                                                       NA
## raceaHawaiian:BMI_R_CatObese                                                               NA
## raceaSamoan:BMI_R_CatObese                                                                 NA
## raceaGuamanian:BMI_R_CatObese                                                              NA
## raceaOther Asian or Pacific Islander:BMI_R_CatObese                                        NA
## raceaOther Asian or Pacific Islander (1992-1995):BMI_R_CatObese                            NA
## raceaOther Asian or Pacific Islander (1996):BMI_R_CatObese                                 NA
## raceaOther Asian or Pacific Islander (1997-1998):BMI_R_CatObese                            NA
## raceaOther Asian (1999 forward):BMI_R_CatObese                                             NA
## raceaOther Race:BMI_R_CatObese                                                             NA
## raceaOther Race (1963-1977):BMI_R_CatObese                                                 NA
## raceaOther Race (1978):BMI_R_CatObese                                                      NA
## raceaOther Race (1979-1991):BMI_R_CatObese                                                 NA
## raceaOther Race (1992-1995):BMI_R_CatObese                                                 NA
## raceaOther Race (1996):BMI_R_CatObese                                                      NA
## raceaOther Race (1997-1998):BMI_R_CatObese                                                 NA
## raceaOther Race (1999-2002):BMI_R_CatObese                                                 NA
## raceaPrimary Race not releasable:BMI_R_CatObese                                            NA
## raceaMultiple Race, No Primary Race Selected:BMI_R_CatObese                                NA
## raceaMultiple Race, including Asian, excluding Black and White:BMI_R_CatObese              NA
## raceaMultiple Race, including Asian and Black, excluding White:BMI_R_CatObese              NA
## raceaMultiple Race, including Asian and White, excluding Black:BMI_R_CatObese              NA
## raceaMultiple Race, including Black, excluding Asian and White:BMI_R_CatObese              NA
## raceaMultiple Race, including Black and White, excluding Asian:BMI_R_CatObese              NA
## raceaMultiple Race, including White, excluding Asian and Black:BMI_R_CatObese              NA
## raceaMultiple Race, including Asian, White, and Black:BMI_R_CatObese                       NA
## raceaMultiple Race, excluding Asian, White, and Black:BMI_R_CatObese                       NA
## raceaUnknown:BMI_R_CatObese                                                                NA
## raceaUnknown-refused:BMI_R_CatObese                                                        NA
## raceaUnknown-not ascertained:BMI_R_CatObese                                                NA
## raceaUnknown (1997 forward: Don't know):BMI_R_CatObese                                     NA
## raceaWhite:BMI_R_CatOverweight                                                      1.604e+00
## raceaBlack/African-American:BMI_R_CatOverweight                                            NA
## raceaAleut, Alaskan Native, or American Indian:BMI_R_CatOverweight                         NA
## raceaAlaskan Native or American Indian:BMI_R_CatOverweight                                 NA
## raceaAlaskan Native/Eskimo:BMI_R_CatOverweight                                             NA
## raceaAleut:BMI_R_CatOverweight                                                             NA
## raceaAmerican Indian:BMI_R_CatOverweight                                                   NA
## raceaAmerican Indian or Alaskan Native and any other group:BMI_R_CatOverweight             NA
## raceaAsian or Pacific Islander:BMI_R_CatOverweight                                         NA
## raceaAsian:BMI_R_CatOverweight                                                             NA
## raceaChinese:BMI_R_CatOverweight                                                    1.507e+00
## raceaFilipino:BMI_R_CatOverweight                                                   1.397e+00
## raceaKorean:BMI_R_CatOverweight                                                            NA
## raceaVietnamese:BMI_R_CatOverweight                                                        NA
## raceaJapanese:BMI_R_CatOverweight                                                          NA
## raceaAsian Indian:BMI_R_CatOverweight                                               1.789e+00
## raceaPacific Islander:BMI_R_CatOverweight                                                  NA
## raceaHawaiian:BMI_R_CatOverweight                                                          NA
## raceaSamoan:BMI_R_CatOverweight                                                            NA
## raceaGuamanian:BMI_R_CatOverweight                                                         NA
## raceaOther Asian or Pacific Islander:BMI_R_CatOverweight                                   NA
## raceaOther Asian or Pacific Islander (1992-1995):BMI_R_CatOverweight                       NA
## raceaOther Asian or Pacific Islander (1996):BMI_R_CatOverweight                            NA
## raceaOther Asian or Pacific Islander (1997-1998):BMI_R_CatOverweight                       NA
## raceaOther Asian (1999 forward):BMI_R_CatOverweight                                        NA
## raceaOther Race:BMI_R_CatOverweight                                                        NA
## raceaOther Race (1963-1977):BMI_R_CatOverweight                                            NA
## raceaOther Race (1978):BMI_R_CatOverweight                                                 NA
## raceaOther Race (1979-1991):BMI_R_CatOverweight                                            NA
## raceaOther Race (1992-1995):BMI_R_CatOverweight                                            NA
## raceaOther Race (1996):BMI_R_CatOverweight                                                 NA
## raceaOther Race (1997-1998):BMI_R_CatOverweight                                            NA
## raceaOther Race (1999-2002):BMI_R_CatOverweight                                            NA
## raceaPrimary Race not releasable:BMI_R_CatOverweight                                       NA
## raceaMultiple Race, No Primary Race Selected:BMI_R_CatOverweight                           NA
## raceaMultiple Race, including Asian, excluding Black and White:BMI_R_CatOverweight         NA
## raceaMultiple Race, including Asian and Black, excluding White:BMI_R_CatOverweight         NA
## raceaMultiple Race, including Asian and White, excluding Black:BMI_R_CatOverweight         NA
## raceaMultiple Race, including Black, excluding Asian and White:BMI_R_CatOverweight         NA
## raceaMultiple Race, including Black and White, excluding Asian:BMI_R_CatOverweight         NA
## raceaMultiple Race, including White, excluding Asian and Black:BMI_R_CatOverweight         NA
## raceaMultiple Race, including Asian, White, and Black:BMI_R_CatOverweight                  NA
## raceaMultiple Race, excluding Asian, White, and Black:BMI_R_CatOverweight                  NA
## raceaUnknown:BMI_R_CatOverweight                                                           NA
## raceaUnknown-refused:BMI_R_CatOverweight                                                   NA
## raceaUnknown-not ascertained:BMI_R_CatOverweight                                           NA
## raceaUnknown (1997 forward: Don't know):BMI_R_CatOverweight                                NA
## raceaWhite:BMI_R_CatUnderweight                                                     1.713e+00
## raceaBlack/African-American:BMI_R_CatUnderweight                                           NA
## raceaAleut, Alaskan Native, or American Indian:BMI_R_CatUnderweight                        NA
## raceaAlaskan Native or American Indian:BMI_R_CatUnderweight                                NA
## raceaAlaskan Native/Eskimo:BMI_R_CatUnderweight                                            NA
## raceaAleut:BMI_R_CatUnderweight                                                            NA
## raceaAmerican Indian:BMI_R_CatUnderweight                                                  NA
## raceaAmerican Indian or Alaskan Native and any other group:BMI_R_CatUnderweight            NA
## raceaAsian or Pacific Islander:BMI_R_CatUnderweight                                        NA
## raceaAsian:BMI_R_CatUnderweight                                                            NA
## raceaChinese:BMI_R_CatUnderweight                                                   9.273e-06
## raceaFilipino:BMI_R_CatUnderweight                                                  1.070e-05
## raceaKorean:BMI_R_CatUnderweight                                                           NA
## raceaVietnamese:BMI_R_CatUnderweight                                                       NA
## raceaJapanese:BMI_R_CatUnderweight                                                         NA
## raceaAsian Indian:BMI_R_CatUnderweight                                              7.184e-06
## raceaPacific Islander:BMI_R_CatUnderweight                                                 NA
## raceaHawaiian:BMI_R_CatUnderweight                                                         NA
## raceaSamoan:BMI_R_CatUnderweight                                                           NA
## raceaGuamanian:BMI_R_CatUnderweight                                                        NA
## raceaOther Asian or Pacific Islander:BMI_R_CatUnderweight                                  NA
## raceaOther Asian or Pacific Islander (1992-1995):BMI_R_CatUnderweight                      NA
## raceaOther Asian or Pacific Islander (1996):BMI_R_CatUnderweight                           NA
## raceaOther Asian or Pacific Islander (1997-1998):BMI_R_CatUnderweight                      NA
## raceaOther Asian (1999 forward):BMI_R_CatUnderweight                                       NA
## raceaOther Race:BMI_R_CatUnderweight                                                       NA
## raceaOther Race (1963-1977):BMI_R_CatUnderweight                                           NA
## raceaOther Race (1978):BMI_R_CatUnderweight                                                NA
## raceaOther Race (1979-1991):BMI_R_CatUnderweight                                           NA
## raceaOther Race (1992-1995):BMI_R_CatUnderweight                                           NA
## raceaOther Race (1996):BMI_R_CatUnderweight                                                NA
## raceaOther Race (1997-1998):BMI_R_CatUnderweight                                           NA
## raceaOther Race (1999-2002):BMI_R_CatUnderweight                                           NA
## raceaPrimary Race not releasable:BMI_R_CatUnderweight                                      NA
## raceaMultiple Race, No Primary Race Selected:BMI_R_CatUnderweight                          NA
## raceaMultiple Race, including Asian, excluding Black and White:BMI_R_CatUnderweight        NA
## raceaMultiple Race, including Asian and Black, excluding White:BMI_R_CatUnderweight        NA
## raceaMultiple Race, including Asian and White, excluding Black:BMI_R_CatUnderweight        NA
## raceaMultiple Race, including Black, excluding Asian and White:BMI_R_CatUnderweight        NA
## raceaMultiple Race, including Black and White, excluding Asian:BMI_R_CatUnderweight        NA
## raceaMultiple Race, including White, excluding Asian and Black:BMI_R_CatUnderweight        NA
## raceaMultiple Race, including Asian, White, and Black:BMI_R_CatUnderweight                 NA
## raceaMultiple Race, excluding Asian, White, and Black:BMI_R_CatUnderweight                 NA
## raceaUnknown:BMI_R_CatUnderweight                                                          NA
## raceaUnknown-refused:BMI_R_CatUnderweight                                                  NA
## raceaUnknown-not ascertained:BMI_R_CatUnderweight                                          NA
## raceaUnknown (1997 forward: Don't know):BMI_R_CatUnderweight                               NA
##                                                                                     exp(-coef)
## raceaBlack/African-American                                                                 NA
## raceaAleut, Alaskan Native, or American Indian                                              NA
## raceaAlaskan Native or American Indian                                                      NA
## raceaAlaskan Native/Eskimo                                                                  NA
## raceaAleut                                                                                  NA
## raceaAmerican Indian                                                                        NA
## raceaAmerican Indian or Alaskan Native and any other group                                  NA
## raceaAsian or Pacific Islander                                                              NA
## raceaAsian                                                                                  NA
## raceaChinese                                                                         8.558e-01
## raceaFilipino                                                                        9.350e-01
## raceaKorean                                                                                 NA
## raceaVietnamese                                                                             NA
## raceaJapanese                                                                               NA
## raceaAsian Indian                                                                    7.769e-01
## raceaPacific Islander                                                                       NA
## raceaHawaiian                                                                               NA
## raceaSamoan                                                                                 NA
## raceaGuamanian                                                                              NA
## raceaOther Asian or Pacific Islander                                                        NA
## raceaOther Asian or Pacific Islander (1992-1995)                                            NA
## raceaOther Asian or Pacific Islander (1996)                                                 NA
## raceaOther Asian or Pacific Islander (1997-1998)                                            NA
## raceaOther Asian (1999 forward)                                                             NA
## raceaOther Race                                                                             NA
## raceaOther Race (1963-1977)                                                                 NA
## raceaOther Race (1978)                                                                      NA
## raceaOther Race (1979-1991)                                                                 NA
## raceaOther Race (1992-1995)                                                                 NA
## raceaOther Race (1996)                                                                      NA
## raceaOther Race (1997-1998)                                                                 NA
## raceaOther Race (1999-2002)                                                                 NA
## raceaPrimary Race not releasable                                                            NA
## raceaMultiple Race, No Primary Race Selected                                                NA
## raceaMultiple Race, including Asian, excluding Black and White                              NA
## raceaMultiple Race, including Asian and Black, excluding White                              NA
## raceaMultiple Race, including Asian and White, excluding Black                              NA
## raceaMultiple Race, including Black, excluding Asian and White                              NA
## raceaMultiple Race, including Black and White, excluding Asian                              NA
## raceaMultiple Race, including White, excluding Asian and Black                              NA
## raceaMultiple Race, including Asian, White, and Black                                       NA
## raceaMultiple Race, excluding Asian, White, and Black                                       NA
## raceaUnknown                                                                                NA
## raceaUnknown-refused                                                                        NA
## raceaUnknown-not ascertained                                                                NA
## raceaUnknown (1997 forward: Don't know)                                                     NA
## SEX                                                                                  1.687e+00
## raceaWhite:BMI_R_CatObese                                                            2.189e-01
## raceaBlack/African-American:BMI_R_CatObese                                                  NA
## raceaAleut, Alaskan Native, or American Indian:BMI_R_CatObese                               NA
## raceaAlaskan Native or American Indian:BMI_R_CatObese                                       NA
## raceaAlaskan Native/Eskimo:BMI_R_CatObese                                                   NA
## raceaAleut:BMI_R_CatObese                                                                   NA
## raceaAmerican Indian:BMI_R_CatObese                                                         NA
## raceaAmerican Indian or Alaskan Native and any other group:BMI_R_CatObese                   NA
## raceaAsian or Pacific Islander:BMI_R_CatObese                                               NA
## raceaAsian:BMI_R_CatObese                                                                   NA
## raceaChinese:BMI_R_CatObese                                                          1.647e-01
## raceaFilipino:BMI_R_CatObese                                                         2.621e-01
## raceaKorean:BMI_R_CatObese                                                                  NA
## raceaVietnamese:BMI_R_CatObese                                                              NA
## raceaJapanese:BMI_R_CatObese                                                                NA
## raceaAsian Indian:BMI_R_CatObese                                                     4.324e-01
## raceaPacific Islander:BMI_R_CatObese                                                        NA
## raceaHawaiian:BMI_R_CatObese                                                                NA
## raceaSamoan:BMI_R_CatObese                                                                  NA
## raceaGuamanian:BMI_R_CatObese                                                               NA
## raceaOther Asian or Pacific Islander:BMI_R_CatObese                                         NA
## raceaOther Asian or Pacific Islander (1992-1995):BMI_R_CatObese                             NA
## raceaOther Asian or Pacific Islander (1996):BMI_R_CatObese                                  NA
## raceaOther Asian or Pacific Islander (1997-1998):BMI_R_CatObese                             NA
## raceaOther Asian (1999 forward):BMI_R_CatObese                                              NA
## raceaOther Race:BMI_R_CatObese                                                              NA
## raceaOther Race (1963-1977):BMI_R_CatObese                                                  NA
## raceaOther Race (1978):BMI_R_CatObese                                                       NA
## raceaOther Race (1979-1991):BMI_R_CatObese                                                  NA
## raceaOther Race (1992-1995):BMI_R_CatObese                                                  NA
## raceaOther Race (1996):BMI_R_CatObese                                                       NA
## raceaOther Race (1997-1998):BMI_R_CatObese                                                  NA
## raceaOther Race (1999-2002):BMI_R_CatObese                                                  NA
## raceaPrimary Race not releasable:BMI_R_CatObese                                             NA
## raceaMultiple Race, No Primary Race Selected:BMI_R_CatObese                                 NA
## raceaMultiple Race, including Asian, excluding Black and White:BMI_R_CatObese               NA
## raceaMultiple Race, including Asian and Black, excluding White:BMI_R_CatObese               NA
## raceaMultiple Race, including Asian and White, excluding Black:BMI_R_CatObese               NA
## raceaMultiple Race, including Black, excluding Asian and White:BMI_R_CatObese               NA
## raceaMultiple Race, including Black and White, excluding Asian:BMI_R_CatObese               NA
## raceaMultiple Race, including White, excluding Asian and Black:BMI_R_CatObese               NA
## raceaMultiple Race, including Asian, White, and Black:BMI_R_CatObese                        NA
## raceaMultiple Race, excluding Asian, White, and Black:BMI_R_CatObese                        NA
## raceaUnknown:BMI_R_CatObese                                                                 NA
## raceaUnknown-refused:BMI_R_CatObese                                                         NA
## raceaUnknown-not ascertained:BMI_R_CatObese                                                 NA
## raceaUnknown (1997 forward: Don't know):BMI_R_CatObese                                      NA
## raceaWhite:BMI_R_CatOverweight                                                       6.235e-01
## raceaBlack/African-American:BMI_R_CatOverweight                                             NA
## raceaAleut, Alaskan Native, or American Indian:BMI_R_CatOverweight                          NA
## raceaAlaskan Native or American Indian:BMI_R_CatOverweight                                  NA
## raceaAlaskan Native/Eskimo:BMI_R_CatOverweight                                              NA
## raceaAleut:BMI_R_CatOverweight                                                              NA
## raceaAmerican Indian:BMI_R_CatOverweight                                                    NA
## raceaAmerican Indian or Alaskan Native and any other group:BMI_R_CatOverweight              NA
## raceaAsian or Pacific Islander:BMI_R_CatOverweight                                          NA
## raceaAsian:BMI_R_CatOverweight                                                              NA
## raceaChinese:BMI_R_CatOverweight                                                     6.637e-01
## raceaFilipino:BMI_R_CatOverweight                                                    7.158e-01
## raceaKorean:BMI_R_CatOverweight                                                             NA
## raceaVietnamese:BMI_R_CatOverweight                                                         NA
## raceaJapanese:BMI_R_CatOverweight                                                           NA
## raceaAsian Indian:BMI_R_CatOverweight                                                5.591e-01
## raceaPacific Islander:BMI_R_CatOverweight                                                   NA
## raceaHawaiian:BMI_R_CatOverweight                                                           NA
## raceaSamoan:BMI_R_CatOverweight                                                             NA
## raceaGuamanian:BMI_R_CatOverweight                                                          NA
## raceaOther Asian or Pacific Islander:BMI_R_CatOverweight                                    NA
## raceaOther Asian or Pacific Islander (1992-1995):BMI_R_CatOverweight                        NA
## raceaOther Asian or Pacific Islander (1996):BMI_R_CatOverweight                             NA
## raceaOther Asian or Pacific Islander (1997-1998):BMI_R_CatOverweight                        NA
## raceaOther Asian (1999 forward):BMI_R_CatOverweight                                         NA
## raceaOther Race:BMI_R_CatOverweight                                                         NA
## raceaOther Race (1963-1977):BMI_R_CatOverweight                                             NA
## raceaOther Race (1978):BMI_R_CatOverweight                                                  NA
## raceaOther Race (1979-1991):BMI_R_CatOverweight                                             NA
## raceaOther Race (1992-1995):BMI_R_CatOverweight                                             NA
## raceaOther Race (1996):BMI_R_CatOverweight                                                  NA
## raceaOther Race (1997-1998):BMI_R_CatOverweight                                             NA
## raceaOther Race (1999-2002):BMI_R_CatOverweight                                             NA
## raceaPrimary Race not releasable:BMI_R_CatOverweight                                        NA
## raceaMultiple Race, No Primary Race Selected:BMI_R_CatOverweight                            NA
## raceaMultiple Race, including Asian, excluding Black and White:BMI_R_CatOverweight          NA
## raceaMultiple Race, including Asian and Black, excluding White:BMI_R_CatOverweight          NA
## raceaMultiple Race, including Asian and White, excluding Black:BMI_R_CatOverweight          NA
## raceaMultiple Race, including Black, excluding Asian and White:BMI_R_CatOverweight          NA
## raceaMultiple Race, including Black and White, excluding Asian:BMI_R_CatOverweight          NA
## raceaMultiple Race, including White, excluding Asian and Black:BMI_R_CatOverweight          NA
## raceaMultiple Race, including Asian, White, and Black:BMI_R_CatOverweight                   NA
## raceaMultiple Race, excluding Asian, White, and Black:BMI_R_CatOverweight                   NA
## raceaUnknown:BMI_R_CatOverweight                                                            NA
## raceaUnknown-refused:BMI_R_CatOverweight                                                    NA
## raceaUnknown-not ascertained:BMI_R_CatOverweight                                            NA
## raceaUnknown (1997 forward: Don't know):BMI_R_CatOverweight                                 NA
## raceaWhite:BMI_R_CatUnderweight                                                      5.837e-01
## raceaBlack/African-American:BMI_R_CatUnderweight                                            NA
## raceaAleut, Alaskan Native, or American Indian:BMI_R_CatUnderweight                         NA
## raceaAlaskan Native or American Indian:BMI_R_CatUnderweight                                 NA
## raceaAlaskan Native/Eskimo:BMI_R_CatUnderweight                                             NA
## raceaAleut:BMI_R_CatUnderweight                                                             NA
## raceaAmerican Indian:BMI_R_CatUnderweight                                                   NA
## raceaAmerican Indian or Alaskan Native and any other group:BMI_R_CatUnderweight             NA
## raceaAsian or Pacific Islander:BMI_R_CatUnderweight                                         NA
## raceaAsian:BMI_R_CatUnderweight                                                             NA
## raceaChinese:BMI_R_CatUnderweight                                                    1.078e+05
## raceaFilipino:BMI_R_CatUnderweight                                                   9.343e+04
## raceaKorean:BMI_R_CatUnderweight                                                            NA
## raceaVietnamese:BMI_R_CatUnderweight                                                        NA
## raceaJapanese:BMI_R_CatUnderweight                                                          NA
## raceaAsian Indian:BMI_R_CatUnderweight                                               1.392e+05
## raceaPacific Islander:BMI_R_CatUnderweight                                                  NA
## raceaHawaiian:BMI_R_CatUnderweight                                                          NA
## raceaSamoan:BMI_R_CatUnderweight                                                            NA
## raceaGuamanian:BMI_R_CatUnderweight                                                         NA
## raceaOther Asian or Pacific Islander:BMI_R_CatUnderweight                                   NA
## raceaOther Asian or Pacific Islander (1992-1995):BMI_R_CatUnderweight                       NA
## raceaOther Asian or Pacific Islander (1996):BMI_R_CatUnderweight                            NA
## raceaOther Asian or Pacific Islander (1997-1998):BMI_R_CatUnderweight                       NA
## raceaOther Asian (1999 forward):BMI_R_CatUnderweight                                        NA
## raceaOther Race:BMI_R_CatUnderweight                                                        NA
## raceaOther Race (1963-1977):BMI_R_CatUnderweight                                            NA
## raceaOther Race (1978):BMI_R_CatUnderweight                                                 NA
## raceaOther Race (1979-1991):BMI_R_CatUnderweight                                            NA
## raceaOther Race (1992-1995):BMI_R_CatUnderweight                                            NA
## raceaOther Race (1996):BMI_R_CatUnderweight                                                 NA
## raceaOther Race (1997-1998):BMI_R_CatUnderweight                                            NA
## raceaOther Race (1999-2002):BMI_R_CatUnderweight                                            NA
## raceaPrimary Race not releasable:BMI_R_CatUnderweight                                       NA
## raceaMultiple Race, No Primary Race Selected:BMI_R_CatUnderweight                           NA
## raceaMultiple Race, including Asian, excluding Black and White:BMI_R_CatUnderweight         NA
## raceaMultiple Race, including Asian and Black, excluding White:BMI_R_CatUnderweight         NA
## raceaMultiple Race, including Asian and White, excluding Black:BMI_R_CatUnderweight         NA
## raceaMultiple Race, including Black, excluding Asian and White:BMI_R_CatUnderweight         NA
## raceaMultiple Race, including Black and White, excluding Asian:BMI_R_CatUnderweight         NA
## raceaMultiple Race, including White, excluding Asian and Black:BMI_R_CatUnderweight         NA
## raceaMultiple Race, including Asian, White, and Black:BMI_R_CatUnderweight                  NA
## raceaMultiple Race, excluding Asian, White, and Black:BMI_R_CatUnderweight                  NA
## raceaUnknown:BMI_R_CatUnderweight                                                           NA
## raceaUnknown-refused:BMI_R_CatUnderweight                                                   NA
## raceaUnknown-not ascertained:BMI_R_CatUnderweight                                           NA
## raceaUnknown (1997 forward: Don't know):BMI_R_CatUnderweight                                NA
##                                                                                     lower .95
## raceaBlack/African-American                                                                NA
## raceaAleut, Alaskan Native, or American Indian                                             NA
## raceaAlaskan Native or American Indian                                                     NA
## raceaAlaskan Native/Eskimo                                                                 NA
## raceaAleut                                                                                 NA
## raceaAmerican Indian                                                                       NA
## raceaAmerican Indian or Alaskan Native and any other group                                 NA
## raceaAsian or Pacific Islander                                                             NA
## raceaAsian                                                                                 NA
## raceaChinese                                                                           0.4840
## raceaFilipino                                                                          0.3997
## raceaKorean                                                                                NA
## raceaVietnamese                                                                            NA
## raceaJapanese                                                                              NA
## raceaAsian Indian                                                                      0.4135
## raceaPacific Islander                                                                      NA
## raceaHawaiian                                                                              NA
## raceaSamoan                                                                                NA
## raceaGuamanian                                                                             NA
## raceaOther Asian or Pacific Islander                                                       NA
## raceaOther Asian or Pacific Islander (1992-1995)                                           NA
## raceaOther Asian or Pacific Islander (1996)                                                NA
## raceaOther Asian or Pacific Islander (1997-1998)                                           NA
## raceaOther Asian (1999 forward)                                                            NA
## raceaOther Race                                                                            NA
## raceaOther Race (1963-1977)                                                                NA
## raceaOther Race (1978)                                                                     NA
## raceaOther Race (1979-1991)                                                                NA
## raceaOther Race (1992-1995)                                                                NA
## raceaOther Race (1996)                                                                     NA
## raceaOther Race (1997-1998)                                                                NA
## raceaOther Race (1999-2002)                                                                NA
## raceaPrimary Race not releasable                                                           NA
## raceaMultiple Race, No Primary Race Selected                                               NA
## raceaMultiple Race, including Asian, excluding Black and White                             NA
## raceaMultiple Race, including Asian and Black, excluding White                             NA
## raceaMultiple Race, including Asian and White, excluding Black                             NA
## raceaMultiple Race, including Black, excluding Asian and White                             NA
## raceaMultiple Race, including Black and White, excluding Asian                             NA
## raceaMultiple Race, including White, excluding Asian and Black                             NA
## raceaMultiple Race, including Asian, White, and Black                                      NA
## raceaMultiple Race, excluding Asian, White, and Black                                      NA
## raceaUnknown                                                                               NA
## raceaUnknown-refused                                                                       NA
## raceaUnknown-not ascertained                                                               NA
## raceaUnknown (1997 forward: Don't know)                                                    NA
## SEX                                                                                    0.5510
## raceaWhite:BMI_R_CatObese                                                              4.1154
## raceaBlack/African-American:BMI_R_CatObese                                                 NA
## raceaAleut, Alaskan Native, or American Indian:BMI_R_CatObese                              NA
## raceaAlaskan Native or American Indian:BMI_R_CatObese                                      NA
## raceaAlaskan Native/Eskimo:BMI_R_CatObese                                                  NA
## raceaAleut:BMI_R_CatObese                                                                  NA
## raceaAmerican Indian:BMI_R_CatObese                                                        NA
## raceaAmerican Indian or Alaskan Native and any other group:BMI_R_CatObese                  NA
## raceaAsian or Pacific Islander:BMI_R_CatObese                                              NA
## raceaAsian:BMI_R_CatObese                                                                  NA
## raceaChinese:BMI_R_CatObese                                                            1.9857
## raceaFilipino:BMI_R_CatObese                                                           1.2663
## raceaKorean:BMI_R_CatObese                                                                 NA
## raceaVietnamese:BMI_R_CatObese                                                             NA
## raceaJapanese:BMI_R_CatObese                                                               NA
## raceaAsian Indian:BMI_R_CatObese                                                       0.5527
## raceaPacific Islander:BMI_R_CatObese                                                       NA
## raceaHawaiian:BMI_R_CatObese                                                               NA
## raceaSamoan:BMI_R_CatObese                                                                 NA
## raceaGuamanian:BMI_R_CatObese                                                              NA
## raceaOther Asian or Pacific Islander:BMI_R_CatObese                                        NA
## raceaOther Asian or Pacific Islander (1992-1995):BMI_R_CatObese                            NA
## raceaOther Asian or Pacific Islander (1996):BMI_R_CatObese                                 NA
## raceaOther Asian or Pacific Islander (1997-1998):BMI_R_CatObese                            NA
## raceaOther Asian (1999 forward):BMI_R_CatObese                                             NA
## raceaOther Race:BMI_R_CatObese                                                             NA
## raceaOther Race (1963-1977):BMI_R_CatObese                                                 NA
## raceaOther Race (1978):BMI_R_CatObese                                                      NA
## raceaOther Race (1979-1991):BMI_R_CatObese                                                 NA
## raceaOther Race (1992-1995):BMI_R_CatObese                                                 NA
## raceaOther Race (1996):BMI_R_CatObese                                                      NA
## raceaOther Race (1997-1998):BMI_R_CatObese                                                 NA
## raceaOther Race (1999-2002):BMI_R_CatObese                                                 NA
## raceaPrimary Race not releasable:BMI_R_CatObese                                            NA
## raceaMultiple Race, No Primary Race Selected:BMI_R_CatObese                                NA
## raceaMultiple Race, including Asian, excluding Black and White:BMI_R_CatObese              NA
## raceaMultiple Race, including Asian and Black, excluding White:BMI_R_CatObese              NA
## raceaMultiple Race, including Asian and White, excluding Black:BMI_R_CatObese              NA
## raceaMultiple Race, including Black, excluding Asian and White:BMI_R_CatObese              NA
## raceaMultiple Race, including Black and White, excluding Asian:BMI_R_CatObese              NA
## raceaMultiple Race, including White, excluding Asian and Black:BMI_R_CatObese              NA
## raceaMultiple Race, including Asian, White, and Black:BMI_R_CatObese                       NA
## raceaMultiple Race, excluding Asian, White, and Black:BMI_R_CatObese                       NA
## raceaUnknown:BMI_R_CatObese                                                                NA
## raceaUnknown-refused:BMI_R_CatObese                                                        NA
## raceaUnknown-not ascertained:BMI_R_CatObese                                                NA
## raceaUnknown (1997 forward: Don't know):BMI_R_CatObese                                     NA
## raceaWhite:BMI_R_CatOverweight                                                         1.4341
## raceaBlack/African-American:BMI_R_CatOverweight                                            NA
## raceaAleut, Alaskan Native, or American Indian:BMI_R_CatOverweight                         NA
## raceaAlaskan Native or American Indian:BMI_R_CatOverweight                                 NA
## raceaAlaskan Native/Eskimo:BMI_R_CatOverweight                                             NA
## raceaAleut:BMI_R_CatOverweight                                                             NA
## raceaAmerican Indian:BMI_R_CatOverweight                                                   NA
## raceaAmerican Indian or Alaskan Native and any other group:BMI_R_CatOverweight             NA
## raceaAsian or Pacific Islander:BMI_R_CatOverweight                                         NA
## raceaAsian:BMI_R_CatOverweight                                                             NA
## raceaChinese:BMI_R_CatOverweight                                                       0.4781
## raceaFilipino:BMI_R_CatOverweight                                                      0.4448
## raceaKorean:BMI_R_CatOverweight                                                            NA
## raceaVietnamese:BMI_R_CatOverweight                                                        NA
## raceaJapanese:BMI_R_CatOverweight                                                          NA
## raceaAsian Indian:BMI_R_CatOverweight                                                  0.4922
## raceaPacific Islander:BMI_R_CatOverweight                                                  NA
## raceaHawaiian:BMI_R_CatOverweight                                                          NA
## raceaSamoan:BMI_R_CatOverweight                                                            NA
## raceaGuamanian:BMI_R_CatOverweight                                                         NA
## raceaOther Asian or Pacific Islander:BMI_R_CatOverweight                                   NA
## raceaOther Asian or Pacific Islander (1992-1995):BMI_R_CatOverweight                       NA
## raceaOther Asian or Pacific Islander (1996):BMI_R_CatOverweight                            NA
## raceaOther Asian or Pacific Islander (1997-1998):BMI_R_CatOverweight                       NA
## raceaOther Asian (1999 forward):BMI_R_CatOverweight                                        NA
## raceaOther Race:BMI_R_CatOverweight                                                        NA
## raceaOther Race (1963-1977):BMI_R_CatOverweight                                            NA
## raceaOther Race (1978):BMI_R_CatOverweight                                                 NA
## raceaOther Race (1979-1991):BMI_R_CatOverweight                                            NA
## raceaOther Race (1992-1995):BMI_R_CatOverweight                                            NA
## raceaOther Race (1996):BMI_R_CatOverweight                                                 NA
## raceaOther Race (1997-1998):BMI_R_CatOverweight                                            NA
## raceaOther Race (1999-2002):BMI_R_CatOverweight                                            NA
## raceaPrimary Race not releasable:BMI_R_CatOverweight                                       NA
## raceaMultiple Race, No Primary Race Selected:BMI_R_CatOverweight                           NA
## raceaMultiple Race, including Asian, excluding Black and White:BMI_R_CatOverweight         NA
## raceaMultiple Race, including Asian and Black, excluding White:BMI_R_CatOverweight         NA
## raceaMultiple Race, including Asian and White, excluding Black:BMI_R_CatOverweight         NA
## raceaMultiple Race, including Black, excluding Asian and White:BMI_R_CatOverweight         NA
## raceaMultiple Race, including Black and White, excluding Asian:BMI_R_CatOverweight         NA
## raceaMultiple Race, including White, excluding Asian and Black:BMI_R_CatOverweight         NA
## raceaMultiple Race, including Asian, White, and Black:BMI_R_CatOverweight                  NA
## raceaMultiple Race, excluding Asian, White, and Black:BMI_R_CatOverweight                  NA
## raceaUnknown:BMI_R_CatOverweight                                                           NA
## raceaUnknown-refused:BMI_R_CatOverweight                                                   NA
## raceaUnknown-not ascertained:BMI_R_CatOverweight                                           NA
## raceaUnknown (1997 forward: Don't know):BMI_R_CatOverweight                                NA
## raceaWhite:BMI_R_CatUnderweight                                                        1.0821
## raceaBlack/African-American:BMI_R_CatUnderweight                                           NA
## raceaAleut, Alaskan Native, or American Indian:BMI_R_CatUnderweight                        NA
## raceaAlaskan Native or American Indian:BMI_R_CatUnderweight                                NA
## raceaAlaskan Native/Eskimo:BMI_R_CatUnderweight                                            NA
## raceaAleut:BMI_R_CatUnderweight                                                            NA
## raceaAmerican Indian:BMI_R_CatUnderweight                                                  NA
## raceaAmerican Indian or Alaskan Native and any other group:BMI_R_CatUnderweight            NA
## raceaAsian or Pacific Islander:BMI_R_CatUnderweight                                        NA
## raceaAsian:BMI_R_CatUnderweight                                                            NA
## raceaChinese:BMI_R_CatUnderweight                                                      0.0000
## raceaFilipino:BMI_R_CatUnderweight                                                     0.0000
## raceaKorean:BMI_R_CatUnderweight                                                           NA
## raceaVietnamese:BMI_R_CatUnderweight                                                       NA
## raceaJapanese:BMI_R_CatUnderweight                                                         NA
## raceaAsian Indian:BMI_R_CatUnderweight                                                 0.0000
## raceaPacific Islander:BMI_R_CatUnderweight                                                 NA
## raceaHawaiian:BMI_R_CatUnderweight                                                         NA
## raceaSamoan:BMI_R_CatUnderweight                                                           NA
## raceaGuamanian:BMI_R_CatUnderweight                                                        NA
## raceaOther Asian or Pacific Islander:BMI_R_CatUnderweight                                  NA
## raceaOther Asian or Pacific Islander (1992-1995):BMI_R_CatUnderweight                      NA
## raceaOther Asian or Pacific Islander (1996):BMI_R_CatUnderweight                           NA
## raceaOther Asian or Pacific Islander (1997-1998):BMI_R_CatUnderweight                      NA
## raceaOther Asian (1999 forward):BMI_R_CatUnderweight                                       NA
## raceaOther Race:BMI_R_CatUnderweight                                                       NA
## raceaOther Race (1963-1977):BMI_R_CatUnderweight                                           NA
## raceaOther Race (1978):BMI_R_CatUnderweight                                                NA
## raceaOther Race (1979-1991):BMI_R_CatUnderweight                                           NA
## raceaOther Race (1992-1995):BMI_R_CatUnderweight                                           NA
## raceaOther Race (1996):BMI_R_CatUnderweight                                                NA
## raceaOther Race (1997-1998):BMI_R_CatUnderweight                                           NA
## raceaOther Race (1999-2002):BMI_R_CatUnderweight                                           NA
## raceaPrimary Race not releasable:BMI_R_CatUnderweight                                      NA
## raceaMultiple Race, No Primary Race Selected:BMI_R_CatUnderweight                          NA
## raceaMultiple Race, including Asian, excluding Black and White:BMI_R_CatUnderweight        NA
## raceaMultiple Race, including Asian and Black, excluding White:BMI_R_CatUnderweight        NA
## raceaMultiple Race, including Asian and White, excluding Black:BMI_R_CatUnderweight        NA
## raceaMultiple Race, including Black, excluding Asian and White:BMI_R_CatUnderweight        NA
## raceaMultiple Race, including Black and White, excluding Asian:BMI_R_CatUnderweight        NA
## raceaMultiple Race, including White, excluding Asian and Black:BMI_R_CatUnderweight        NA
## raceaMultiple Race, including Asian, White, and Black:BMI_R_CatUnderweight                 NA
## raceaMultiple Race, excluding Asian, White, and Black:BMI_R_CatUnderweight                 NA
## raceaUnknown:BMI_R_CatUnderweight                                                          NA
## raceaUnknown-refused:BMI_R_CatUnderweight                                                  NA
## raceaUnknown-not ascertained:BMI_R_CatUnderweight                                          NA
## raceaUnknown (1997 forward: Don't know):BMI_R_CatUnderweight                               NA
##                                                                                     upper .95
## raceaBlack/African-American                                                                NA
## raceaAleut, Alaskan Native, or American Indian                                             NA
## raceaAlaskan Native or American Indian                                                     NA
## raceaAlaskan Native/Eskimo                                                                 NA
## raceaAleut                                                                                 NA
## raceaAmerican Indian                                                                       NA
## raceaAmerican Indian or Alaskan Native and any other group                                 NA
## raceaAsian or Pacific Islander                                                             NA
## raceaAsian                                                                                 NA
## raceaChinese                                                                           2.8210
## raceaFilipino                                                                          2.8620
## raceaKorean                                                                                NA
## raceaVietnamese                                                                            NA
## raceaJapanese                                                                              NA
## raceaAsian Indian                                                                      4.0069
## raceaPacific Islander                                                                      NA
## raceaHawaiian                                                                              NA
## raceaSamoan                                                                                NA
## raceaGuamanian                                                                             NA
## raceaOther Asian or Pacific Islander                                                       NA
## raceaOther Asian or Pacific Islander (1992-1995)                                           NA
## raceaOther Asian or Pacific Islander (1996)                                                NA
## raceaOther Asian or Pacific Islander (1997-1998)                                           NA
## raceaOther Asian (1999 forward)                                                            NA
## raceaOther Race                                                                            NA
## raceaOther Race (1963-1977)                                                                NA
## raceaOther Race (1978)                                                                     NA
## raceaOther Race (1979-1991)                                                                NA
## raceaOther Race (1992-1995)                                                                NA
## raceaOther Race (1996)                                                                     NA
## raceaOther Race (1997-1998)                                                                NA
## raceaOther Race (1999-2002)                                                                NA
## raceaPrimary Race not releasable                                                           NA
## raceaMultiple Race, No Primary Race Selected                                               NA
## raceaMultiple Race, including Asian, excluding Black and White                             NA
## raceaMultiple Race, including Asian and Black, excluding White                             NA
## raceaMultiple Race, including Asian and White, excluding Black                             NA
## raceaMultiple Race, including Black, excluding Asian and White                             NA
## raceaMultiple Race, including Black and White, excluding Asian                             NA
## raceaMultiple Race, including White, excluding Asian and Black                             NA
## raceaMultiple Race, including Asian, White, and Black                                      NA
## raceaMultiple Race, excluding Asian, White, and Black                                      NA
## raceaUnknown                                                                               NA
## raceaUnknown-refused                                                                       NA
## raceaUnknown-not ascertained                                                               NA
## raceaUnknown (1997 forward: Don't know)                                                    NA
## SEX                                                                                    0.6379
## raceaWhite:BMI_R_CatObese                                                              5.0728
## raceaBlack/African-American:BMI_R_CatObese                                                 NA
## raceaAleut, Alaskan Native, or American Indian:BMI_R_CatObese                              NA
## raceaAlaskan Native or American Indian:BMI_R_CatObese                                      NA
## raceaAlaskan Native/Eskimo:BMI_R_CatObese                                                  NA
## raceaAleut:BMI_R_CatObese                                                                  NA
## raceaAmerican Indian:BMI_R_CatObese                                                        NA
## raceaAmerican Indian or Alaskan Native and any other group:BMI_R_CatObese                  NA
## raceaAsian or Pacific Islander:BMI_R_CatObese                                              NA
## raceaAsian:BMI_R_CatObese                                                                  NA
## raceaChinese:BMI_R_CatObese                                                           18.5590
## raceaFilipino:BMI_R_CatObese                                                          11.4996
## raceaKorean:BMI_R_CatObese                                                                 NA
## raceaVietnamese:BMI_R_CatObese                                                             NA
## raceaJapanese:BMI_R_CatObese                                                               NA
## raceaAsian Indian:BMI_R_CatObese                                                       9.6782
## raceaPacific Islander:BMI_R_CatObese                                                       NA
## raceaHawaiian:BMI_R_CatObese                                                               NA
## raceaSamoan:BMI_R_CatObese                                                                 NA
## raceaGuamanian:BMI_R_CatObese                                                              NA
## raceaOther Asian or Pacific Islander:BMI_R_CatObese                                        NA
## raceaOther Asian or Pacific Islander (1992-1995):BMI_R_CatObese                            NA
## raceaOther Asian or Pacific Islander (1996):BMI_R_CatObese                                 NA
## raceaOther Asian or Pacific Islander (1997-1998):BMI_R_CatObese                            NA
## raceaOther Asian (1999 forward):BMI_R_CatObese                                             NA
## raceaOther Race:BMI_R_CatObese                                                             NA
## raceaOther Race (1963-1977):BMI_R_CatObese                                                 NA
## raceaOther Race (1978):BMI_R_CatObese                                                      NA
## raceaOther Race (1979-1991):BMI_R_CatObese                                                 NA
## raceaOther Race (1992-1995):BMI_R_CatObese                                                 NA
## raceaOther Race (1996):BMI_R_CatObese                                                      NA
## raceaOther Race (1997-1998):BMI_R_CatObese                                                 NA
## raceaOther Race (1999-2002):BMI_R_CatObese                                                 NA
## raceaPrimary Race not releasable:BMI_R_CatObese                                            NA
## raceaMultiple Race, No Primary Race Selected:BMI_R_CatObese                                NA
## raceaMultiple Race, including Asian, excluding Black and White:BMI_R_CatObese              NA
## raceaMultiple Race, including Asian and Black, excluding White:BMI_R_CatObese              NA
## raceaMultiple Race, including Asian and White, excluding Black:BMI_R_CatObese              NA
## raceaMultiple Race, including Black, excluding Asian and White:BMI_R_CatObese              NA
## raceaMultiple Race, including Black and White, excluding Asian:BMI_R_CatObese              NA
## raceaMultiple Race, including White, excluding Asian and Black:BMI_R_CatObese              NA
## raceaMultiple Race, including Asian, White, and Black:BMI_R_CatObese                       NA
## raceaMultiple Race, excluding Asian, White, and Black:BMI_R_CatObese                       NA
## raceaUnknown:BMI_R_CatObese                                                                NA
## raceaUnknown-refused:BMI_R_CatObese                                                        NA
## raceaUnknown-not ascertained:BMI_R_CatObese                                                NA
## raceaUnknown (1997 forward: Don't know):BMI_R_CatObese                                     NA
## raceaWhite:BMI_R_CatOverweight                                                         1.7938
## raceaBlack/African-American:BMI_R_CatOverweight                                            NA
## raceaAleut, Alaskan Native, or American Indian:BMI_R_CatOverweight                         NA
## raceaAlaskan Native or American Indian:BMI_R_CatOverweight                                 NA
## raceaAlaskan Native/Eskimo:BMI_R_CatOverweight                                             NA
## raceaAleut:BMI_R_CatOverweight                                                             NA
## raceaAmerican Indian:BMI_R_CatOverweight                                                   NA
## raceaAmerican Indian or Alaskan Native and any other group:BMI_R_CatOverweight             NA
## raceaAsian or Pacific Islander:BMI_R_CatOverweight                                         NA
## raceaAsian:BMI_R_CatOverweight                                                             NA
## raceaChinese:BMI_R_CatOverweight                                                       4.7482
## raceaFilipino:BMI_R_CatOverweight                                                      4.3880
## raceaKorean:BMI_R_CatOverweight                                                            NA
## raceaVietnamese:BMI_R_CatOverweight                                                        NA
## raceaJapanese:BMI_R_CatOverweight                                                          NA
## raceaAsian Indian:BMI_R_CatOverweight                                                  6.4992
## raceaPacific Islander:BMI_R_CatOverweight                                                  NA
## raceaHawaiian:BMI_R_CatOverweight                                                          NA
## raceaSamoan:BMI_R_CatOverweight                                                            NA
## raceaGuamanian:BMI_R_CatOverweight                                                         NA
## raceaOther Asian or Pacific Islander:BMI_R_CatOverweight                                   NA
## raceaOther Asian or Pacific Islander (1992-1995):BMI_R_CatOverweight                       NA
## raceaOther Asian or Pacific Islander (1996):BMI_R_CatOverweight                            NA
## raceaOther Asian or Pacific Islander (1997-1998):BMI_R_CatOverweight                       NA
## raceaOther Asian (1999 forward):BMI_R_CatOverweight                                        NA
## raceaOther Race:BMI_R_CatOverweight                                                        NA
## raceaOther Race (1963-1977):BMI_R_CatOverweight                                            NA
## raceaOther Race (1978):BMI_R_CatOverweight                                                 NA
## raceaOther Race (1979-1991):BMI_R_CatOverweight                                            NA
## raceaOther Race (1992-1995):BMI_R_CatOverweight                                            NA
## raceaOther Race (1996):BMI_R_CatOverweight                                                 NA
## raceaOther Race (1997-1998):BMI_R_CatOverweight                                            NA
## raceaOther Race (1999-2002):BMI_R_CatOverweight                                            NA
## raceaPrimary Race not releasable:BMI_R_CatOverweight                                       NA
## raceaMultiple Race, No Primary Race Selected:BMI_R_CatOverweight                           NA
## raceaMultiple Race, including Asian, excluding Black and White:BMI_R_CatOverweight         NA
## raceaMultiple Race, including Asian and Black, excluding White:BMI_R_CatOverweight         NA
## raceaMultiple Race, including Asian and White, excluding Black:BMI_R_CatOverweight         NA
## raceaMultiple Race, including Black, excluding Asian and White:BMI_R_CatOverweight         NA
## raceaMultiple Race, including Black and White, excluding Asian:BMI_R_CatOverweight         NA
## raceaMultiple Race, including White, excluding Asian and Black:BMI_R_CatOverweight         NA
## raceaMultiple Race, including Asian, White, and Black:BMI_R_CatOverweight                  NA
## raceaMultiple Race, excluding Asian, White, and Black:BMI_R_CatOverweight                  NA
## raceaUnknown:BMI_R_CatOverweight                                                           NA
## raceaUnknown-refused:BMI_R_CatOverweight                                                   NA
## raceaUnknown-not ascertained:BMI_R_CatOverweight                                           NA
## raceaUnknown (1997 forward: Don't know):BMI_R_CatOverweight                                NA
## raceaWhite:BMI_R_CatUnderweight                                                        2.7126
## raceaBlack/African-American:BMI_R_CatUnderweight                                           NA
## raceaAleut, Alaskan Native, or American Indian:BMI_R_CatUnderweight                        NA
## raceaAlaskan Native or American Indian:BMI_R_CatUnderweight                                NA
## raceaAlaskan Native/Eskimo:BMI_R_CatUnderweight                                            NA
## raceaAleut:BMI_R_CatUnderweight                                                            NA
## raceaAmerican Indian:BMI_R_CatUnderweight                                                  NA
## raceaAmerican Indian or Alaskan Native and any other group:BMI_R_CatUnderweight            NA
## raceaAsian or Pacific Islander:BMI_R_CatUnderweight                                        NA
## raceaAsian:BMI_R_CatUnderweight                                                            NA
## raceaChinese:BMI_R_CatUnderweight                                                         Inf
## raceaFilipino:BMI_R_CatUnderweight                                                        Inf
## raceaKorean:BMI_R_CatUnderweight                                                           NA
## raceaVietnamese:BMI_R_CatUnderweight                                                       NA
## raceaJapanese:BMI_R_CatUnderweight                                                         NA
## raceaAsian Indian:BMI_R_CatUnderweight                                                    Inf
## raceaPacific Islander:BMI_R_CatUnderweight                                                 NA
## raceaHawaiian:BMI_R_CatUnderweight                                                         NA
## raceaSamoan:BMI_R_CatUnderweight                                                           NA
## raceaGuamanian:BMI_R_CatUnderweight                                                        NA
## raceaOther Asian or Pacific Islander:BMI_R_CatUnderweight                                  NA
## raceaOther Asian or Pacific Islander (1992-1995):BMI_R_CatUnderweight                      NA
## raceaOther Asian or Pacific Islander (1996):BMI_R_CatUnderweight                           NA
## raceaOther Asian or Pacific Islander (1997-1998):BMI_R_CatUnderweight                      NA
## raceaOther Asian (1999 forward):BMI_R_CatUnderweight                                       NA
## raceaOther Race:BMI_R_CatUnderweight                                                       NA
## raceaOther Race (1963-1977):BMI_R_CatUnderweight                                           NA
## raceaOther Race (1978):BMI_R_CatUnderweight                                                NA
## raceaOther Race (1979-1991):BMI_R_CatUnderweight                                           NA
## raceaOther Race (1992-1995):BMI_R_CatUnderweight                                           NA
## raceaOther Race (1996):BMI_R_CatUnderweight                                                NA
## raceaOther Race (1997-1998):BMI_R_CatUnderweight                                           NA
## raceaOther Race (1999-2002):BMI_R_CatUnderweight                                           NA
## raceaPrimary Race not releasable:BMI_R_CatUnderweight                                      NA
## raceaMultiple Race, No Primary Race Selected:BMI_R_CatUnderweight                          NA
## raceaMultiple Race, including Asian, excluding Black and White:BMI_R_CatUnderweight        NA
## raceaMultiple Race, including Asian and Black, excluding White:BMI_R_CatUnderweight        NA
## raceaMultiple Race, including Asian and White, excluding Black:BMI_R_CatUnderweight        NA
## raceaMultiple Race, including Black, excluding Asian and White:BMI_R_CatUnderweight        NA
## raceaMultiple Race, including Black and White, excluding Asian:BMI_R_CatUnderweight        NA
## raceaMultiple Race, including White, excluding Asian and Black:BMI_R_CatUnderweight        NA
## raceaMultiple Race, including Asian, White, and Black:BMI_R_CatUnderweight                 NA
## raceaMultiple Race, excluding Asian, White, and Black:BMI_R_CatUnderweight                 NA
## raceaUnknown:BMI_R_CatUnderweight                                                          NA
## raceaUnknown-refused:BMI_R_CatUnderweight                                                  NA
## raceaUnknown-not ascertained:BMI_R_CatUnderweight                                          NA
## raceaUnknown (1997 forward: Don't know):BMI_R_CatUnderweight                               NA
## 
## Concordance= 0.681  (se = 0.006 )
## Likelihood ratio test= 1432  on 16 df,   p=<2e-16
## Wald test            = 1390  on 16 df,   p=<2e-16
## Score (logrank) test = 1578  on 16 df,   p=<2e-16

coxcoefficients<-cox_summary$coefficients #removing empty coefficients
coxcoefficients[!is.na(coxcoefficients[,1]),] #removing empty coefficients

##                                                coef    exp(coef)     se(coef)
## raceaChinese                             0.15569311 1.168468e+00 4.496970e-01
## raceaFilipino                            0.06721399 1.069524e+00 5.022088e-01
## raceaAsian Indian                        0.25240891 1.287122e+00 5.794010e-01
## SEX                                     -0.52278663 5.928661e-01 3.732166e-02
## raceaWhite:BMI_R_CatObese                1.51931750 4.569106e+00 5.335503e-02
## raceaChinese:BMI_R_CatObese              1.80346113 6.070622e+00 5.701596e-01
## raceaFilipino:BMI_R_CatObese             1.33921444 3.816045e+00 5.628134e-01
## raceaAsian Indian:BMI_R_CatObese         0.83847458 2.312836e+00 7.303220e-01
## raceaWhite:BMI_R_CatOverweight           0.47242013 1.603871e+00 5.710169e-02
## raceaChinese:BMI_R_CatOverweight         0.40996186 1.506760e+00 5.856197e-01
## raceaFilipino:BMI_R_CatOverweight        0.33434805 1.397029e+00 5.839483e-01
## raceaAsian Indian:BMI_R_CatOverweight    0.58145426 1.788638e+00 6.582901e-01
## raceaWhite:BMI_R_CatUnderweight          0.53841850 1.713295e+00 2.344294e-01
## raceaChinese:BMI_R_CatUnderweight      -11.58835548 9.273446e-06 4.609499e+02
## raceaFilipino:BMI_R_CatUnderweight     -11.44501204 1.070273e-05 6.737831e+02
## raceaAsian Indian:BMI_R_CatUnderweight -11.84363123 7.184165e-06 1.232970e+03
##                                                    z      Pr(>|z|)
## raceaChinese                             0.346217786  7.291790e-01
## raceaFilipino                            0.133836740  8.935317e-01
## raceaAsian Indian                        0.435637686  6.630996e-01
## SEX                                    -14.007594896  1.400687e-44
## raceaWhite:BMI_R_CatObese               28.475618017 2.348242e-178
## raceaChinese:BMI_R_CatObese              3.163081054  1.561089e-03
## raceaFilipino:BMI_R_CatObese             2.379499945  1.733615e-02
## raceaAsian Indian:BMI_R_CatObese         1.148088879  2.509319e-01
## raceaWhite:BMI_R_CatOverweight           8.273313282  1.302868e-16
## raceaChinese:BMI_R_CatOverweight         0.700047893  4.838974e-01
## raceaFilipino:BMI_R_CatOverweight        0.572564429  5.669397e-01
## raceaAsian Indian:BMI_R_CatOverweight    0.883279644  3.770852e-01
## raceaWhite:BMI_R_CatUnderweight          2.296719229  2.163479e-02
## raceaChinese:BMI_R_CatUnderweight       -0.025140161  9.799432e-01
## raceaFilipino:BMI_R_CatUnderweight      -0.016986197  9.864476e-01
## raceaAsian Indian:BMI_R_CatUnderweight  -0.009605772  9.923358e-01

read: https://socialsciences.mcmaster.ca/jfox/Books/Companion/appendices/Appendix-Cox-Regression.pdf

data_practice<-data_practice%>%
  mutate(sex=as_factor(SEX))%>%#removing extraneous levels
  mutate(sex=relevel(droplevels(sex), "Male"))%>%
  mutate(racea2=droplevels(racea))%>%
  mutate(racea2=relevel(racea2, "White"))%>%
  mutate(Smoking_recode=relevel(as_factor(Smoking_recode), "Never Smoked"))
  
cox_mod2<-coxph(Surv(exposure_birth, Diab_Und_ACM) ~ strata(racea2) + sex + BMI_R_Cat+Education_recode+Earnings_recode+Smoking_recode+Insurance_recode+USBorn_Recode, data = data_practice)


cox_summary<-summary(cox_mod2)
cox_summary

## Call:
## coxph(formula = Surv(exposure_birth, Diab_Und_ACM) ~ strata(racea2) + 
##     sex + BMI_R_Cat + Education_recode + Earnings_recode + Smoking_recode + 
##     Insurance_recode + USBorn_Recode, data = data_practice)
## 
##   n= 280947, number of events= 1629 
##    (70 observations deleted due to missingness)
## 
##                                                  coef exp(coef) se(coef)
## sexFemale                                    -0.73311   0.48041  0.05507
## BMI_R_CatObese                                1.49133   4.44299  0.07273
## BMI_R_CatOverweight                           0.44203   1.55587  0.07751
## BMI_R_CatUnderweight                         -0.22670   0.79716  0.41355
## Education_recodeDid Not Complete High School  0.40402   1.49784  0.09740
## Education_recodeHigh School Grad              0.21473   1.23953  0.08342
## Education_recodePost Bachelor                -0.27778   0.75746  0.11479
## Education_recodeSome College                  0.18200   1.19961  0.08403
## Education_recodeUnknown                       1.04032   2.83012  0.41650
## Earnings_recodeCat2                          -0.24648   0.78155  0.05864
## Earnings_recodeCat3                          -0.60416   0.54653  0.08414
## Smoking_recodeCurrent Smoker                  0.66201   1.93868  0.06455
## Smoking_recodeFormer Smoker                  -0.02342   0.97686  0.05987
## Smoking_recodeUnknown                         0.52327   1.68753  0.58031
## Insurance_recodeUncovered                     0.45365   1.57405  0.07496
## Insurance_recodeUnknown                       0.92341   2.51787  0.50096
## USBorn_RecodeBorn Outside US                 -0.33927   0.71229  0.08903
##                                                    z Pr(>|z|)    
## sexFemale                                    -13.313  < 2e-16 ***
## BMI_R_CatObese                                20.506  < 2e-16 ***
## BMI_R_CatOverweight                            5.703 1.18e-08 ***
## BMI_R_CatUnderweight                          -0.548 0.583566    
## Education_recodeDid Not Complete High School   4.148 3.35e-05 ***
## Education_recodeHigh School Grad               2.574 0.010054 *  
## Education_recodePost Bachelor                 -2.420 0.015523 *  
## Education_recodeSome College                   2.166 0.030320 *  
## Education_recodeUnknown                        2.498 0.012497 *  
## Earnings_recodeCat2                           -4.203 2.63e-05 ***
## Earnings_recodeCat3                           -7.181 6.93e-13 ***
## Smoking_recodeCurrent Smoker                  10.256  < 2e-16 ***
## Smoking_recodeFormer Smoker                   -0.391 0.695722    
## Smoking_recodeUnknown                          0.902 0.367213    
## Insurance_recodeUncovered                      6.052 1.43e-09 ***
## Insurance_recodeUnknown                        1.843 0.065290 .  
## USBorn_RecodeBorn Outside US                  -3.811 0.000139 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
##                                              exp(coef) exp(-coef) lower .95
## sexFemale                                       0.4804     2.0815    0.4313
## BMI_R_CatObese                                  4.4430     0.2251    3.8528
## BMI_R_CatOverweight                             1.5559     0.6427    1.3366
## BMI_R_CatUnderweight                            0.7972     1.2545    0.3544
## Education_recodeDid Not Complete High School    1.4978     0.6676    1.2375
## Education_recodeHigh School Grad                1.2395     0.8068    1.0526
## Education_recodePost Bachelor                   0.7575     1.3202    0.6049
## Education_recodeSome College                    1.1996     0.8336    1.0175
## Education_recodeUnknown                         2.8301     0.3533    1.2511
## Earnings_recodeCat2                             0.7815     1.2795    0.6967
## Earnings_recodeCat3                             0.5465     1.8297    0.4634
## Smoking_recodeCurrent Smoker                    1.9387     0.5158    1.7083
## Smoking_recodeFormer Smoker                     0.9769     1.0237    0.8687
## Smoking_recodeUnknown                           1.6875     0.5926    0.5411
## Insurance_recodeUncovered                       1.5740     0.6353    1.3590
## Insurance_recodeUnknown                         2.5179     0.3972    0.9432
## USBorn_RecodeBorn Outside US                    0.7123     1.4039    0.5982
##                                              upper .95
## sexFemale                                       0.5352
## BMI_R_CatObese                                  5.1237
## BMI_R_CatOverweight                             1.8111
## BMI_R_CatUnderweight                            1.7929
## Education_recodeDid Not Complete High School    1.8129
## Education_recodeHigh School Grad                1.4597
## Education_recodePost Bachelor                   0.9486
## Education_recodeSome College                    1.4144
## Education_recodeUnknown                         6.4022
## Earnings_recodeCat2                             0.8767
## Earnings_recodeCat3                             0.6445
## Smoking_recodeCurrent Smoker                    2.2001
## Smoking_recodeFormer Smoker                     1.0985
## Smoking_recodeUnknown                           5.2628
## Insurance_recodeUncovered                       1.8232
## Insurance_recodeUnknown                         6.7213
## USBorn_RecodeBorn Outside US                    0.8481
## 
## Concordance= 0.742  (se = 0.008 )
## Likelihood ratio test= 1164  on 17 df,   p=<2e-16
## Wald test            = 1146  on 17 df,   p=<2e-16
## Score (logrank) test = 1256  on 17 df,   p=<2e-16

#Removing empty coefficients
# coxcoefficients<-cox_summary$coefficients #removing empty coefficients
# coxcoefficients[!is.na(coxcoefficients[,1]),] #removing empty coefficients


plot(survfit(cox_mod2), xlab="Years",ylab="Proportion Not Dead due to Diabetes", ylim=c(0.75,1))

#ggforest(cox_mod2, fontsize = 0.5)

data_practice<-data_practice%>%
  mutate(Mort_recode=ifelse(MORTSTAT==1, TRUE, FALSE))
  

cox_mod3<-coxph(Surv(exposure_birth, Mort_recode) ~ racea2 + sex + Diabetes_Lifetime:racea2+ BMI_R_Cat+Education_recode+Earnings_recode+Smoking_recode+Insurance_recode+USBorn_Recode, data = data_practice)


cox_summary<-summary(cox_mod3)
cox_summary

## Call:
## coxph(formula = Surv(exposure_birth, Mort_recode) ~ racea2 + 
##     sex + Diabetes_Lifetime:racea2 + BMI_R_Cat + Education_recode + 
##     Earnings_recode + Smoking_recode + Insurance_recode + USBorn_Recode, 
##     data = data_practice)
## 
##   n= 280947, number of events= 17002 
##    (70 observations deleted due to missingness)
## 
##                                                   coef exp(coef)  se(coef)
## racea2Chinese                                 0.174756  1.190955  0.116786
## racea2Filipino                               -0.311679  0.732217  0.119317
## racea2Asian Indian                           -0.051795  0.949523  0.166616
## sexFemale                                    -0.500751  0.606075  0.016702
## BMI_R_CatObese                                0.149129  1.160822  0.020474
## BMI_R_CatOverweight                          -0.108607  0.897083  0.018949
## BMI_R_CatUnderweight                          0.462881  1.588644  0.061486
## Education_recodeDid Not Complete High School  0.244022  1.276372  0.030745
## Education_recodeHigh School Grad              0.176913  1.193527  0.025371
## Education_recodePost Bachelor                -0.187696  0.828866  0.033596
## Education_recodeSome College                  0.137109  1.146954  0.025542
## Education_recodeUnknown                       0.095425  1.100126  0.201587
## Earnings_recodeCat2                          -0.003065  0.996939  0.018088
## Earnings_recodeCat3                          -0.262073  0.769455  0.025505
## Smoking_recodeCurrent Smoker                  1.072602  2.922974  0.019358
## Smoking_recodeFormer Smoker                   0.116844  1.123944  0.019711
## Smoking_recodeUnknown                         0.396811  1.487075  0.236284
## Insurance_recodeUncovered                     0.498121  1.645626  0.023097
## Insurance_recodeUnknown                       0.379955  1.462218  0.192717
## USBorn_RecodeBorn Outside US                 -0.365113  0.694118  0.028365
## racea2White:Diabetes_LifetimeDiabetic         0.726694  2.068231  0.020719
## racea2Chinese:Diabetes_LifetimeDiabetic       1.013945  2.756454  0.251728
## racea2Filipino:Diabetes_LifetimeDiabetic      0.938247  2.555499  0.217402
## racea2Asian Indian:Diabetes_LifetimeDiabetic  0.582456  1.790431  0.287496
##                                                    z Pr(>|z|)    
## racea2Chinese                                  1.496   0.1346    
## racea2Filipino                                -2.612   0.0090 ** 
## racea2Asian Indian                            -0.311   0.7559    
## sexFemale                                    -29.981  < 2e-16 ***
## BMI_R_CatObese                                 7.284 3.25e-13 ***
## BMI_R_CatOverweight                           -5.732 9.95e-09 ***
## BMI_R_CatUnderweight                           7.528 5.14e-14 ***
## Education_recodeDid Not Complete High School   7.937 2.07e-15 ***
## Education_recodeHigh School Grad               6.973 3.10e-12 ***
## Education_recodePost Bachelor                 -5.587 2.31e-08 ***
## Education_recodeSome College                   5.368 7.96e-08 ***
## Education_recodeUnknown                        0.473   0.6360    
## Earnings_recodeCat2                           -0.169   0.8654    
## Earnings_recodeCat3                          -10.275  < 2e-16 ***
## Smoking_recodeCurrent Smoker                  55.409  < 2e-16 ***
## Smoking_recodeFormer Smoker                    5.928 3.07e-09 ***
## Smoking_recodeUnknown                          1.679   0.0931 .  
## Insurance_recodeUncovered                     21.566  < 2e-16 ***
## Insurance_recodeUnknown                        1.972   0.0487 *  
## USBorn_RecodeBorn Outside US                 -12.872  < 2e-16 ***
## racea2White:Diabetes_LifetimeDiabetic         35.073  < 2e-16 ***
## racea2Chinese:Diabetes_LifetimeDiabetic        4.028 5.63e-05 ***
## racea2Filipino:Diabetes_LifetimeDiabetic       4.316 1.59e-05 ***
## racea2Asian Indian:Diabetes_LifetimeDiabetic   2.026   0.0428 *  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
##                                              exp(coef) exp(-coef) lower .95
## racea2Chinese                                   1.1910     0.8397    0.9473
## racea2Filipino                                  0.7322     1.3657    0.5795
## racea2Asian Indian                              0.9495     1.0532    0.6850
## sexFemale                                       0.6061     1.6500    0.5866
## BMI_R_CatObese                                  1.1608     0.8615    1.1152
## BMI_R_CatOverweight                             0.8971     1.1147    0.8644
## BMI_R_CatUnderweight                            1.5886     0.6295    1.4083
## Education_recodeDid Not Complete High School    1.2764     0.7835    1.2017
## Education_recodeHigh School Grad                1.1935     0.8379    1.1356
## Education_recodePost Bachelor                   0.8289     1.2065    0.7760
## Education_recodeSome College                    1.1470     0.8719    1.0909
## Education_recodeUnknown                         1.1001     0.9090    0.7411
## Earnings_recodeCat2                             0.9969     1.0031    0.9622
## Earnings_recodeCat3                             0.7695     1.2996    0.7319
## Smoking_recodeCurrent Smoker                    2.9230     0.3421    2.8142
## Smoking_recodeFormer Smoker                     1.1239     0.8897    1.0814
## Smoking_recodeUnknown                           1.4871     0.6725    0.9359
## Insurance_recodeUncovered                       1.6456     0.6077    1.5728
## Insurance_recodeUnknown                         1.4622     0.6839    1.0022
## USBorn_RecodeBorn Outside US                    0.6941     1.4407    0.6566
## racea2White:Diabetes_LifetimeDiabetic           2.0682     0.4835    1.9859
## racea2Chinese:Diabetes_LifetimeDiabetic         2.7565     0.3628    1.6830
## racea2Filipino:Diabetes_LifetimeDiabetic        2.5555     0.3913    1.6689
## racea2Asian Indian:Diabetes_LifetimeDiabetic    1.7904     0.5585    1.0192
##                                              upper .95
## racea2Chinese                                   1.4973
## racea2Filipino                                  0.9251
## racea2Asian Indian                              1.3162
## sexFemale                                       0.6262
## BMI_R_CatObese                                  1.2084
## BMI_R_CatOverweight                             0.9310
## BMI_R_CatUnderweight                            1.7921
## Education_recodeDid Not Complete High School    1.3557
## Education_recodeHigh School Grad                1.2544
## Education_recodePost Bachelor                   0.8853
## Education_recodeSome College                    1.2058
## Education_recodeUnknown                         1.6332
## Earnings_recodeCat2                             1.0329
## Earnings_recodeCat3                             0.8089
## Smoking_recodeCurrent Smoker                    3.0360
## Smoking_recodeFormer Smoker                     1.1682
## Smoking_recodeUnknown                           2.3630
## Insurance_recodeUncovered                       1.7218
## Insurance_recodeUnknown                         2.1333
## USBorn_RecodeBorn Outside US                    0.7338
## racea2White:Diabetes_LifetimeDiabetic           2.1539
## racea2Chinese:Diabetes_LifetimeDiabetic         4.5146
## racea2Filipino:Diabetes_LifetimeDiabetic        3.9132
## racea2Asian Indian:Diabetes_LifetimeDiabetic    3.1454
## 
## Concordance= 0.703  (se = 0.003 )
## Likelihood ratio test= 8012  on 24 df,   p=<2e-16
## Wald test            = 8639  on 24 df,   p=<2e-16
## Score (logrank) test = 9435  on 24 df,   p=<2e-16

#plot(survfit(cox_mod3), xlab="Years",ylab="Proportion Not Dead due to Diabetes", ylim=c(0.75,1))



ggforest(cox_mod3, fontsize = 0.5)#Issues displaying interaction term

## Warning in .get_data(model, data = data): The `data` argument is not provided.
## Data will be extracted from model fit.